metadata

base_model: BAAI/bge-base-en-v1.5
library_name: sentence-transformers
pipeline_tag: sentence-similarity
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:9598
  - loss:MultipleNegativesRankingLoss
widget:
  - source_sentence: >-
      Tummy time is recommended from birth to strengthen baby's arms, back and
      neck muscles and prevent the back of his head becoming flat. Jay L.
      Hoecker, M.D, of the Mayo Clinic, says babies should not sleep or be left
      unattended on tummies, but the position will help move them toward
      milestones of rolling and crawling. If your baby does not like lying on
      his tummy, there are ways you can help him learn to enjoy it.

      Comfort

      Make sure baby is nice and comfortable by using a soft surface like a bed
      and a fleecy blanket. Your baby may feel more comfortable on his tummy if
      you take his clothes and diaper off, making sure the room is nice and
      warm. This way he will not have anything pressing into his tummy and the
      feeling of being naked may add to his enjoyment. It is best not to make
      tummy time straight after a feed as his full tummy may not feel
      comfortable. Try to position his arms in front of him as he can eventually
      start to use them to lean on. Don't make tummy time too long to begin
      with; HealthyChildren.org advises that a newborn only needs three to five
      minutes two or three times a day, which can gradually be increased.

      Touching

      Your baby may enjoy the sensation of your fingers running gently down her
      back while she lies on her tummy -- this works better on bare skin. You
      can also stroke her cheeks, tickle her toes and gently massage her hands,
      feet and legs. If she is feeling a bit uncomfortable or unsure, this
      touching may help to put her at ease. Massage will also relax her muscles,
      helping her whole body feel more comfortable.

      Stimulation

      Keep your baby stimulated with lots of visual aids. Dr. Sears says young
      babies like to look at bright colors, stripes and black and white objects,
      so place some of these around your baby to catch his attention. Wave noisy
      toys, such as rattles or scrunchy toys for him to look at, or wiggle your
      fingers in front of him. You could also play some music during tummy time,
      as this sound stimulation may be another way of distracting him from any
      anxiety about this new position.

      Interaction

      Your baby loves listening to your voice, so try reclining beside her and
      singing or talking. You could also place her on a bed and sit on the floor
      so your face is level with hers. Tummy time can also work if you lie on
      your back with baby on her tummy on your tummy. You make a warm and soft
      surface, and she will love being that close to you and looking into your
      face. Another way of introducing tummy time is by laying her across your
      lap on her front.

      References

      Photo Credits

      - BananaStock/BananaStock/Getty Images
    sentences:
      - Why is tummy time recommended for babies from birth?
      - >-
        How many bodies have been recovered from the mass grave found near
        Tomašica, Bosnia and Herzegovina in 2013?
      - >-
        What is considered the "real flower" of Austria according to the
        context?
  - source_sentence: >-
      Interview with Subject Of Thoughts!

      - Details

      - Category: Interviews

      Thanks for this interview for PerfectProg.Com ----Mark Baston
      (interviewer)

      1. When did Subject To Thoughts come to be?

      Well, it's funny how this project came alive. Back in 1999, when I got my
      first keyboard, it really started out as a joke. I thought, I'll write a
      couple of songs and that'll be the end of that, but then things started to
      take a turn. I first started calling the project Symphony of Thoughts, but
      I decided to change it to Subject to Thoughts. The first songs I wrote
      were utter crap, but I was starting to develop a style. It was not until I
      did “The Thought Process” cassette demo (back in 2003) when I realized
      that this was starting to get more serious. Eventually, it has.

      It was not until late 2006 or early 2007 (2 cassette demos & 2 CD's
      already completed) that I realized that I needed to add a vocalist because
      I was getting no where with my singing, so I added Brandon Strader to the
      mix. How me and Brandon started working together is funny. I sent my CD
      “From Emptiness to Beyond” for a review at Ultimate Metal, fortunately,
      Brandon was the reviewer. I guess he liked the music that much thus gave
      it a favorable review. We've been friends ever since.

      2. The style seems quite moody, Who are your influences musically?

      My influences are Dream Theater, My Dying Bride, Katatonia, Anekdoten &
      Enchant. Two other bands that have been a big influence are Type O
      Negative. R.I.P. Pete Steele & Vanden Plas. Even though we sound nothing
      like these bands, I guess that's where the mix of moody & Progressive
      sound comes from.

      3. What do you think of today's mainstream music?

      Crap. Don't listen too it & don't care for it.

      4. What sort of audience are you trying to connect with, be it Prog,
      Ambient, Doom or other?

      Well, I really don't have a specific fan base I'm trying to reach, but I
      guess since our music is in the Progressive genre, that's probably the
      people who will probably take more of an interest in our stuff. However,
      I'm content with any listener who wishes to listen and appreciate what
      we're trying to accomplish. Of course, our music is not for everybody.

      5. You have 2 projects, the other being "Transcend with Time" Is it hard
      to do both of them simultaneously?

      Well, for me not really. I guess that's where my passion for music takes
      over. Of course, sometimes it can get a little hectic writing music for 2
      different genres, but that's why I pace myself and I usually work on
      finishing one album then start working on the next. Since I tend to
      release an album every year for Transcend with Time which is my New
      Age/Ambient project, I usually start by first getting into my “New Age”
      mode. Then I start writing the music around Spring & into Fall. But I
      always go in knowing the direction I want the album to take, so that makes
      my work much easier.

      For Subject to Thoughts which is my/our Progressive Rock/Metal project,
      it's a little different because I have to write both the music & lyrics;
      however, that'll probably change for future releases. Well, musically
      only. I guess getting into my “Prog/Doom” mode is much easier because
      that's the type of music I listen to everyday; however, before anything I
      go in with a plan as to which direction I want the lyrics to go in &
      music. Since we don't release an album every year that makes my job
      easier; however, when this project was still a solo one, I used to release
      an album every year. Brandon however told me to slow down, so I'll try.
      Usually how like doing this is I first write the lyrics then the music.
      For me, writing lyrics is the easy part. I guess because I've been writing
      lyrics since I was about 12.

      So, it sounds like a lot of going back and forth with both projects.
      Sometimes it is, but that's the price of being a musician with multiple
      projects. In the end, I'm content because both projects give me the
      different levels of gratification.

      6. The Culmination was just released on May 5, 2010, what's the album
      about?

      Well, “The Culmination” is the final part to the 4 part conceptual vision
      I started with “From Emptiness to Beyond” back in 2005. “The Culmination”
      is about finding closure to life. Lyrically, this album dealt with a lot
      of personal stuff, but all the albums I've written, are about real-life.
      Musically, it's Dark, Progressive & Melodic.

      7. What would you like Subject to Thoughts to be remembered as?

      Well, even though it's already been 11 years since I started this project,
      I hardly think we'll be remembered. Geez, most people don't even know we
      exist. But that's okay, all that matters to me anyway is that I have (in
      some way) fulfilled my dream of becoming a musician and along the way made
      some good music. But to answer your question, I would like Subject to
      Thoughts to be remembered as a Progressive Rock/Metal band that always
      strived to play original, thought-provoking music and thus creating our
      own unique sound. But we are not going anywhere just yet, we're going to
      continue to make the music we love for as long as we can. I can honestly
      say that probably the best is yet to come (hopefully).

      You can check their website at Updated (Monday, 18 October 2010)
    sentences:
      - What are the ingredients needed to prepare the Simple Calzone recipe?
      - >-
        What are some of the features of the ideal classroom described in the
        context?
      - How did the band Subject to Thoughts add a vocalist to their lineup?
  - source_sentence: "Anthropology Terms Abroad\nFiji Photo Album, Fall 1999\nPage 1\nPage 1 |\nPage 2\n|\nPage 3\n|\nPage 4\n\_\nPhotos upon Arrival, August 1999\nPhoto 1: Rock of Vitawa, Rakiraki\nPhoto 2: Narewa village at rock's base\nPhoto 3: Rakiraki Hotel\nPhoto 4: Carved wooden figure\nPhoto 5: Rakirkaki Hotel rooms and new deck\nPhoto 6: Nakauvadra mountain range\nPhoto 7: Our little house in Rakiraki\nPhoto 8: Some of the kids of Rakiraki\nPhoto 9: Vilimoni (\"Bill\") Dakui, head of our village\nPhoto 10: Bill and his wife Va serve us dinner\nPhoto 11: Bill and Va's house\nPhoto 12: Jeffrey plays with some local kids\nPhoto 13: Jeffrey says, \"Give me that!\"\nPhoto 14: A homestay for Stephanie?\nAfter Two Weeks in the Village\nPhoto 15: Jeffrey and kids play on the computer\nPhoto 16: Jeffrey, Tikiko and his son Ilimo\nPhoto 17: Our kitty \"Fraidee\"\nPhoto 18: Progress on house construction\nPhoto 19: Levi peels a mango\nPhoto 20: Sereima poses with her drawing toy\nAt a Fundraiser in Drana Village\nPhoto 21: Young men at the tanoa bowl\nPhoto 22: Steve and the Tui Navitilevu\nPhoto 23: A village elder\nPhoto 24: Karen and Jeffrey\nSteve's Fortieth Birthday Party\nPhoto 25: Vaseva pets the cat\nPhoto 26: Karen lights the cake\nPhoto 27: Va watches on\nPhoto 28: Steve's small sevusevu\nPhoto 29: Bill poses with the kids\nPhoto 30: Vaseva tastes a balloon\nUpon Students' Arrival in Rakiraki\nPhoto 31: Arrival at the Rakiraki Hotel\nPhoto 32: Michelle and the Tui Navitilevu\nPhoto 33: Vaileka\nPhoto 34: Megan, Stephanie, Apryle\nPhoto 35: Bruce the market vendor\nPhoto 36: Rakiraki Hotel dining room\nPhoto 37: In the buffet line\nPhoto 38: Group shot at dinner\nA Day Off for Snorkeling at Nananu-i ra Island\nPhoto 39: Apryle and Stephanie board\nPhoto 40: Karen and little Va in the boat\nPhoto 41: Wananavu resort from the water\nPhoto 42: The second boat follows\nPhoto 43: Our boat's Indian pilot\nPhoto 44: The second boat passes\nPhoto 45: Backpacker resort on Nananu-i ra\nPhoto 46: Wananavu dining room\nPhoto 47: Wananavu bar tender\nPhoto 48: Wananavu swimming pool\nPhoto 49: Hibiscus flower\nPhoto 50: Jeffrey swimming\nPhoto 51: Emily shows wounded thumb\nPhoto 52: Andy befriends a cat\n\_\nLeaving Students Off, Sept. 11\nPhoto 53: The group in front of the van\nPhoto 54: The group sits on a mat\nPhoto 55: Michelle's house in Navutulevu\nPhoto 56: Steve and Michelle with her \"father\"\nPhoto 57: Michelle's ready to go!\nPhoto 58: Apryle's house in Vitawa\nPhoto 59: Our shoes at the door\nPhoto 60: Apryle poses in her bedroom\nPhoto 61: Apryle with her \"nana\" (mother)\nPhoto 62: Megan and her homestay parents\nPhoto 63: Serving kava in Narewa\nPhoto 64: Stephanie tries out the kava\nPhoto 65: Stephanie's \"bubu\" (grandmother)\nPhoto 66: Stephanie's house in Narewa\nPhoto 67: Andy and Erinn in the van\nPhoto 68: Andy's spokesman Jerry\nPhoto 69: Erinn jokes with a man\nPhoto 70: Steve poses drinking kava\nPhoto 71: Emily and Erinn in Navolau\nPhoto 72: Emily tries the kava\nPhoto 73: Emily's \"tata\" (father)\nPhoto 74: Photo display in Emily's house\nPhoto 75: Erinn and her \"sister\"\nPhoto 76: Erinn's house in Drana\nThe Adi Navuavua Festival, Sept. 24-25\nPhoto 77: Addition on our house\nPhoto 78: Samu and Eremasi\nPhoto 79: Elders behind tanoa\nPhoto 80: Youth as honored guests\nPhoto 81: Elders present their kava\nPhoto 82: Women ready to serve tea\nPhoto 83: Serving the Tui\nPhoto 84: Siteri's foot\nPhoto 85: Karen, Va and Michelle\nPhoto 86: Guest of honor Tom arrives\nPhoto 87: Prayer before the ceremony\nPhoto 88: Presenting the whale's tooth\nPhoto 89: Presenting kava plant\nPhoto 90: Closeup of kava plant\nPhoto 91: Women ready to give mats\nPhoto 92: The offering of mats\nPhoto 93: Stephanie, Erinn and Michelle\nPhoto 94: Women dance the meke\nPhoto 95: Baby powder for meke dancers\nPhoto 96: Escorting Karen the queen\nPhoto 97: Crowning Karen the queen\nPhoto 98: Adi Navuavua Queen\nPhoto 99: Jeffrey tries on the crown\nPhoto 100: Erinn tries on the crown\nGo to\nPage 2 -- Revised: October 2, 1999\nUnion College\nDesigned by Stephen C. Leavitt:\[email protected]"
    sentences:
      - What is the role of a Mobility Engineer?
      - Who is the head of the village in Rakiraki according to the photo album?
      - Where are most of BIFI's premises located?
  - source_sentence: >-
      Power plant enters planning process

      The Four Corners region could be facing a hazy future. A massive, new
      coal-fired power plant planned for the region is undergoing review, and
      the public is being asked to comment on the proposal.

      The $2 billion plant would be the third coal-burning plant in the San Juan
      Basin. It would be built on the Navajo Nation roughly 20 miles south of
      Kirtland and has been tagged the Desert Rock Project. It's estimated that
      the plant would generate enough energy for 1.5 million homes.

      "It's a very large plant at 1,500 megawatts," said Dan Randolph of San
      Juan Citizens' Alliance,

      A fourth, smaller plant, named the Mustang Project, is also seeking
      approval to begin construction between Farmington and Grants, N.M.
      Originally, the plant was expected to be operational by next year, but
      there have been delays. Mustang has categorically refused to consider
      alternative and environmentally friendly technologies, yet recently
      received a $20 million subsidy under President Bush's so-called Clear
      Skies Initiative.

      While these plants are not within La Plata County's viewshed, they are
      well within its airshed, according to Randolph. Plus, local air quality is
      already significantly impacted by the two existing power plants in
      northern New Mexico.

      "A good respiratory health study for the basin has not been done at all,"
      Randolph said. "Before we put more smoke up in the air, we should know
      what the impacts already are."

      The Bureau of Indian Affairs has invited the public to submit written
      comments through Dec. 17 on the Desert Rock plant. There is also one
      public hearing planned in the region and it will take place Tuesday, Dec.
      7, at the Farmington Civic Center.

      "At this point, there is only one public meeting scheduled locally,"
      Randolph said. "We're pushing for an additional meeting in Shiprock."

      Randolph concluded that this scoping period is an opportunity for locals
      to raise issues they would like to have addressed during the review
      process. Written comments can be sent through Dec. 17 to: Eloise
      Chicharello, director, Navajo Regional Office, Bureau of Indian Affairs,
      P.O. Box 1060, Gallup, N.M., 87305.

      Buena Vista voters repeal RGI

      One of the poster children for Durango's proposed Responsible Growth
      Initiative has gone away. On Nov. 2, Buena Vista voters repealed an
      initiative that required a popular vote for large annexations. It had been
      in existence for five years and touted as a success story by proponents of
      Durango's similar measure, which was also rejected by voters Nov. 2.

      Buena Vista resident Randy Loback told the Denver Post that easing
      development restrictions was the only way to keep the town from dying.
      Loback noted that residents, "used to be concerned about what's affecting
      them now. I think a lot of people have turned their thoughts to the long
      term. What's good for their kids?"

      In particular, Buena Vista residents were interested in boosting sales tax
      revenues by attracting commercial properties. The Post noted that
      residents have realized that the summer tourism economy is not enough for
      Buena Vista.

      "We have young people graduating who have to move because there's very
      little here in terms of finding jobs that can pay for you to live," said
      Mayor Sharyle Solis.

      Public lands "passport" in works

      Bikers, hikers and all users of public lands may have to start carrying a
      "passport" when they recreate. An Ohio congressman has successfully pushed
      a measure through Congress that would require members of the public to
      purchase an "America the Beautiful" pass to recreate on all land managed
      by the Forest Service, Bureau of Land Management, U.S. Fish & Wildlife
      Service, and Bureau of Reclamation.

      Ralph Regula, R-Ohio, succeeded in attaching his bill as a rider to the
      giant Omnibus Appropriations Bill recently enacted in the lame duck
      session of Congress. The bill was never passed by the House and was never
      introduced, given a hearing or voted upon in the Senate. Omnibus bills are
      considered "must pass" legislation because of the potential for a
      government shutdown.

      Regula's bill, HR 3283, allows the federal land management agencies to
      charge access fees for recreational use of public lands by the general
      public. The bill has been highly controversial and is opposed by hundreds
      of organizations, state legislatures, county governments and members of
      the public.

      "This was a victory of pork over principle," said Robert Funkhouser,
      president of the Western Slope No-Fee Coalition. "Ralph Regula is
      responsible for the first tax increase of the Bush administration."

      The Regula bill will go into effect when Fee Demo expires at the beginning
      of fiscal year 2005 unless the new congress acts to derail it. Failure to
      carry the pass will be a criminal offense punishable by up to $5,000
      and/or six months in jail. The America the Beautiful Pass is expected to
      cost between $85 and $100 annually.

      "This is an abuse of position by Congressman Regula" according to
      Funkhouser. "Changing public land policy in the middle of the night via a
      rider is despicable. Once again the congressman has proven to be hostile
      to rural and Western values and will stop at nothing to push his agenda."

      Fugitive pot grower nabbed

      Members of the Southwest Drug Task Force recently concluded a three-year
      investigation with the arrest of former La Plata County resident Edward
      Pole. Pole was arrested on Thursday in Humble, Texas, after evading
      officers since December 2001. Pole was involved with a "sophisticated"
      marijuana cultivation operation located at the La Plata County home of
      Lynn Crandall. Crandall and Pole had been charged in U.S. District Court
      with charges related to conspiracy to manufacture marijuana, conspiracy to
      distribute marijuana and money laundering.

      According to investigators, Pole is believed to have traveled to Canada,
      Panama and Costa Rica after learning about the December 2001 bust. The
      task force was able to locate Pole in Texas after he re-entered the United
      States several months ago.

      The Southwest Drug Task Force is a multi-jurisdictional investigative body
      comprised of the La Plata County Sheriffs Office, Ignacio Police
      Department and the Colorado Bureau of Investigation. The Southwest Drug
      Task Force routinely files criminal cases in both Colorado State Court and
      the U.S. Federal Court System.

      - compiled by Will Sands

      | NEWS | SECOND

      SECTION | OPINION

      | CLASSIFIEDS |

      SEARCH | CONTACT

      US ON

      THE TOWN | ARCHIVES

      Telegraph

      [email protected]

      | NEWS | SECOND

      SECTION | OPINION

      | CLASSIFIEDS |

      SEARCH | CONTACT

      US ON

      THE TOWN | ARCHIVES

      Telegraph

      [email protected]
    sentences:
      - >-
        What were the goals of the Better Buildings Neighborhood Program
        developed by the U.S. Department of Energy?
      - >-
        What is the estimated energy generation capacity of the proposed Desert
        Rock Project power plant?
      - >-
        What is the purpose of the Female Foundry Accelerator Programme by
        Dentsu Aegis Network?
  - source_sentence: >-
      Early this year, there was a buzz on Motorola inviting T-Mobile Moto X
      owners to take part in a soak test for possible future update. Motorola
      seemed skeptical in disclosing facts at that point of time but since Moto
      G was recently upgraded to Android 4.4.2; enthusiasts anticipated the same
      for T-Mobile Moto X. And it turned out to be true.

      News Update

      This T-Mobile version of Moto X is now receiving the upgrade which is a
      file size of 147.6 MB. The Android 4.4.2 is the latest version of KitKat
      that includes all the goodies from the earlier installments, plus a few
      additions. The good news is, Motorola has customized the whole package and
      made a few tweaks into the update. The Software Version bumped to
      161.44.25 and the notable changes are listed as below:

      - It added substantial support for services like printing photos, Google
      Docs, Gmail messages and other such content via Wi-Fi, Bluetooth and
      hosted services such as HP ePrinters and Google Cloud Print.

      - It fixed all the bugs identified during the preliminary runs, including
      the ones that caused a few users to experience short battery life after
      upgrading to KitKat.

      - Another bug that caused delays in synchronizing email services like
      Microsoft Exchange was resolved, thus adding to the convenience of the
      user.

      This is a noteworthy upgrade, considering the fact that bugs and errors
      were fixed. Mobile addicts across the world will rejoice, for they can
      experience the smartness of Android KitKat flawlessly in their devices.
      This is significant development in terms of update.

      This variant is an unlocked GSM device so chances are, you can use it on
      networks of other service providers. In all probability, the update should
      not be affected and the installation should hardly take much time. The
      T-Mobile Moto X Android update is now available for manual download. It is
      accessible in the following sequential way:

      - Click on Settings

      - Click on About Phone

      - Click on System Updates

      - Click on Download

      Recommendations

      For ensuring a successful installation, it is highly recommended to
      install this update with at least 50% battery and a strong connectivity;
      preferably Wi-Fi. Follow the notification message and select download->
      once the download is over, select Install-> Once the installation is over,
      and the phone will automatically restart. This marks the completion of the
      installation process. The phone is now updated to 161.44.25 – This build
      is same as the soak test.

      This upgrade is free in the carrier network and Motorola and Google has
      collaborated for a back up service for those in trouble. In case of
      distress, a user can contact them through the Moto X web interface and
      avail the service. There is still no news on other carrier variants of
      this update but we can safely hope that it will roll out very soon. Though
      the upgrade doesn’t appeal in terms of version number but it is definitely
      significant for users to live with the latest KitKat.
    sentences:
      - What are some of the notable changes in the T-Mobile Moto X update?
      - Who is the editor of "The Routledge Handbook of Tourism Geographies"?
      - >-
        What are the common features of the Quince Hand Lotion as described by
        the reviewers?
license: mit
language:
  - en

SentenceTransformer based on BAAI/bge-base-en-v1.5 (Finetuned by OSLLMAI)

This is a SentenceTransformers model finetuned by OSLLMAI from BAAI/bge-base-en-v1.5. It maps sentences and paragraphs into a 768-dimensional dense vector space. The model is ideal for tasks such as semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more. It uses cosine similarity as the similarity function and supports a maximum sequence length of 512 tokens.

Connect with us on GitHub, LinkedIn, or email us at [email protected]!

Model Details

Model Description

Model Type: Sentence Transformer
Base model: BAAI/bge-base-en-v1.5
Maximum Sequence Length: 512 tokens
Output Dimensionality: 768 tokens
Similarity Function: Cosine Similarity

Model Sources

Documentation: Sentence Transformers Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("osllmai/bge-base-en-v1.5-finetuned_osllmai_v1")
# Run inference
sentences = [
    'Early this year, there was a buzz on Motorola inviting T-Mobile Moto X owners to take part in a soak test for possible future update. Motorola seemed skeptical in disclosing facts at that point of time but since Moto G was recently upgraded to Android 4.4.2; enthusiasts anticipated the same for T-Mobile Moto X. And it turned out to be true.\nNews Update\nThis T-Mobile version of Moto X is now receiving the upgrade which is a file size of 147.6 MB. The Android 4.4.2 is the latest version of KitKat that includes all the goodies from the earlier installments, plus a few additions. The good news is, Motorola has customized the whole package and made a few tweaks into the update. The Software Version bumped to 161.44.25 and the notable changes are listed as below:\n- It added substantial support for services like printing photos, Google Docs, Gmail messages and other such content via Wi-Fi, Bluetooth and hosted services such as HP ePrinters and Google Cloud Print.\n- It fixed all the bugs identified during the preliminary runs, including the ones that caused a few users to experience short battery life after upgrading to KitKat.\n- Another bug that caused delays in synchronizing email services like Microsoft Exchange was resolved, thus adding to the convenience of the user.\nThis is a noteworthy upgrade, considering the fact that bugs and errors were fixed. Mobile addicts across the world will rejoice, for they can experience the smartness of Android KitKat flawlessly in their devices. This is significant development in terms of update.\nThis variant is an unlocked GSM device so chances are, you can use it on networks of other service providers. In all probability, the update should not be affected and the installation should hardly take much time. The T-Mobile Moto X Android update is now available for manual download. It is accessible in the following sequential way:\n- Click on Settings\n- Click on About Phone\n- Click on System Updates\n- Click on Download\nRecommendations\nFor ensuring a successful installation, it is highly recommended to install this update with at least 50% battery and a strong connectivity; preferably Wi-Fi. Follow the notification message and select download-> once the download is over, select Install-> Once the installation is over, and the phone will automatically restart. This marks the completion of the installation process. The phone is now updated to 161.44.25 – This build is same as the soak test.\nThis upgrade is free in the carrier network and Motorola and Google has collaborated for a back up service for those in trouble. In case of distress, a user can contact them through the Moto X web interface and avail the service. There is still no news on other carrier variants of this update but we can safely hope that it will roll out very soon. Though the upgrade doesn’t appeal in terms of version number but it is definitely significant for users to live with the latest KitKat.',
    'What are some of the notable changes in the T-Mobile Moto X update?',
    'Who is the editor of "The Routledge Handbook of Tourism Geographies"?',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Training Details

Training Dataset

Unnamed Dataset

Size: 9,598 training samples
Columns: positive and anchor
Approximate statistics based on the first 1000 samples:
positive anchor
type string string
details
min: 172 tokens
mean: 467.87 tokens
max: 512 tokens

min: 7 tokens
mean: 18.68 tokens
max: 43 tokens

	positive	anchor
type	string	string
details	min: 172 tokens mean: 467.87 tokens max: 512 tokens	min: 7 tokens mean: 18.68 tokens max: 43 tokens

Samples:

positive	anchor
Caption: Tasmanian berry grower Nic Hansen showing Macau chef Antimo Merone around his property as part of export engagement activities. THE RISE and rise of the Australian strawberry, raspberry and blackberry industries has seen the sectors redouble their international trade focus, with the release of a dedicated export plan to grow their global presence over the next 10 years. Driven by significant grower input, the Berry Export Summary 2028 maps the sectors’ current position, where they want to be, high-opportunity markets and next steps. Hort Innovation trade manager Jenny Van de Meeberg said the value and volume of raspberry and blackberry exports rose by 100 per cent between 2016 and 2017. She said the Australian strawberry industry experienced similar success with an almost 30 per cent rise in export volume and a 26 per cent rise in value to $32.6M over the same period. “Australian berry sectors are in a firm position at the moment,” she said. “Production, adoption of protected substrate cropping, improved genetics and an expanding geographic footprint have all helped put Aussie berries on a positive trajectory. “We are seeing a real transition point. Broad industry interest and a strong commercial appetite for export market development combined with the potential to capitalise on existing trade agreements and build new trade partnerships has created this perfect environment for growth.” High-income countries across Europe, North America and Northern Asia have been identified as having a palate for Australian grown berries with more than 4244 tonnes of fresh berries exported in the last financial year alone. The strategy identified the best short-term prospect markets for the Australian blackberry and raspberry industry as Hong Kong, Singapore, The United Arab Emirates and Canada. The strongest short-term trade options identified for the strawberry sector were Thailand, Malaysia, New Zealand and Macau. The strategy focuses heavily on growing the existing strawberry export market from 4 per cent to at least 8 per cent of national production by volume, in markets with a capacity and willingness to pay a premium for quality fruit. For raspberries and blackberries, the sectors aim to achieve a 5 per cent boost in exports assessed by volume across identified markets by 2021. Tasmanian raspberry exporter Nic Hansen said Australia offers some of the sweetest and most attractive berries in the world, and this combined with our stringent food safety standards across all stages of the supply chain puts growers in a solid position. “We have a great product, we are hungry to expand trade and now with this new plan in place, we have a clear roadmap towards driving growth,” Mr Hansen said. He said it is exciting to see new export market prospects for raspberries: “The more options we have for export the better. Now we just have to get on with the job of ensuring industry has all the tools it needs, such as supporting data and relationship building opportunities, to thrive in new markets.” This project was commissioned by Hort Innovation, and developed by market analysts and research consultants Auspex Strategic Advisory and AgInfinity. Hort Innovation will work now with berry sectors to determine levy-funded activities to support trade. See a summary of the strategy on the Hort Innovation website. For more information on the berry industries, refer to the Horticulture Statistics Handbook and the Strategic Investment Plans for strawberries, raspberries and blackberries. Growers seeking more information should email [email protected]	`What is the Berry Export Summary 2028 and what is its purpose?`
RWSN Collaborations Southern Africa Self-supply Study Review of Self-supply and its support services in African countries A lady in Zimbabwe proudly shows off her onions - watered from her self-supply well © 2015 André Olschewski • Skat Project starts: 2015 Project finished: 2016 Collaborators & Partners:. Project Description UNICEF and Skat have collaborated on a). Perspectives Reach and benefits: - Self-supply is practised by millions of rural households in Sub-Sahara Africa as well as in Europe, USA and other areas of the world. - Benefits reported from having access to Self-supply water sources include convenience, less time spent for fetching water and access to more and better quality water. In some areas, Self-supply sources offer important added values such as water for productive use, income generation, family safety and improved food security. - Sustainability of services from Self-supply is high as there is strong ownership by people investing in own sources. - As Self-supply sources are shared sources, many people, including poor and vulnerable households, benefit from investments in Self-supply, often at no costs. This means that Self-supply can be effective in reaching the hard-to-reach. - For millions of people in rural areas of Africa, supported Self-supply will be the most cost effective service delivery model to provide access to safe water. This also includes those parts of the population which actually have poor access as they e.g. cannot afford water from communal supplies. - However, in areas where external support for Self-supply is lacking, only marginal improvements can usually be achieved, and the quality of services is lower than in areas where a dedicated support effort was made. Costs and business model for supported Self-supply - In many rural contexts, supported Self-supply is the most cost effective approach for water service delivery. However, as it is not applicable in all contexts, a blended approach combining communal water supply and supported Self-supply models should be followed. - Based on a Life Cycle Cost (LCC) analysis of different service delivery approaches, the LCC for communal supplies are about 40 US$/capita served in the study countries, whereas the LCC for supported Self-supply is about 10 U$/capita. - In sparsely populated areas, communal supplies (e.g. handpumps) are even more costly (up to 100 U$/capita served) as only few people can be served with one additional unit. Serving all rural people with communal supply is therefore not financially viable. - Considering the applicability of Self-supply technologies, in Zambia and Zimbabwe, the cost saving of following a blended approach using both communal supplies and supported Self-supply is almost 50% of the total LCC for reaching 100% of the population by 2030. These cost savings are equivalent to more than 330 million US$ in Zambia and more than 260 million US$ in Zimbabwe. Support services needed - Supported Self-supply is a service delivery model putting support services in place to improve Self-supply, so it is not about a particular technology. - Supported Self-supply is aligned with the Human Rights to Water and Sanitation, which allows a progressive realisation of the universal access to safe water. However, supported Self-supply is not a way to exempt government from its duties: Government has specific roles to play to ensure that everybody will have access to safe water finally. - To sustain and to take Self-supply to scale there is need for contextualised support as well as long-term engagement, capacity development at all levels, M&E and technical support, reliable funding and learning and sharing. - Interministerial cooperation and champions within government agencies are needed to ensure sustainable embedding and for taking Self-supply further, particularly in remote rural areas. - There is no-one-size-fits-all solution for supported Self-supply – for each programme, it needs a contextualized design and follow-up to achieve desired impact. - Hygiene promotion, including Household Water Treatment and Safe Storage (HWTS), is highly recommended for any non-piped water supply services, including Self-supply water sources. - The huge potential for substantially improving the level of water supply for millions of people in rural areas should be accessed through supported Self-supply. Some countries have endorsed supported Self-supply as service delivery model, such as Zimbabwe or Sierra Leone, and in Ethiopia, Self-supply is now being scaled up at national level. More Information » Review of Self-supply and its support services in African countries: Synthesis Report).	`What are some of the benefits reported from having access to Self-supply water sources?`
All Android applications categories Description Coolands for Twitter is a revolutionary twitter client. It has many unique features, gives you the best mobile twitter experience you never imagined before. The first unique feature is Real-Time. You can’t find any refresh button in this app, because you absolutely don’t need to. Every time you open it, you’ll get the latest tweets and while you’re reading, you’ll get incoming tweets in Real-Time. So if your friend mentioned you, you can reply instantly. The second unique feature is Avatar Indicator. Avatar Indicator is small avatars showed on the title bar to indicate that you’ve got new message/tweet/mention. Since it’s real-time, you’ll keep getting incoming tweets while you’re reading your older timeline, Avatar-Indicator will let you know who’s tweet you’ve just got, and decide whether to check it out right away. The third unique feature is Direct Link I think it is obviously the most intuitive and convenient way to open a link. When you want to open a link, just click it in the time line . You can also click a username to open a profile window, click a hash tag to open a search result window. Different kind of links displayed in different colors, you can change it to whatever color you like. The fourth unique feature is Smart Bookmark Have you ever experienced this scenario? When you are reading your home timeline, the app notified you that you’ve got some new tweets, you click “go-to-top” button to read the newest tweets, and then you want to get back to the previous position to continue your reading. How can you do this? In other twitter clients you have to scroll down all the way to find where you were, a lot of time wasted. But in this app, “go-to-top” button will appear when you scrolling up, click it, you can got to top, read the newest tweets. After that when you scrolling down, Smart Bookmark button will appear at the corner. Click it, you can get back to exactly where you were. The fifth unique feature is User Level Notification Notification for all your new tweets is meaningless, if you following more than a few users, you’ll get new tweets all the time. What if you only want to be notified when someone you most care about posted a new tweet? In this app, it’s easy. You can change your friend’s notification setting directly in his/her profile screen. You can also set different notification ringtone for your friends respectively. So when you heard a notification ringtone, you’ll know who he/she is without the need to open your phone. And you can manage all the enabled User-Level-Notification settings in one place. Also has most of the basic twitter client features, like post/delete tweets, retweet, retweet with comment, reply, quote, send/delete direct message, subscribe/unsubscribe lists, follow/unfollow user, multiple accounts support, append picture with your tweets, mention auto complete, recent search auto complete, conversation view. Please give me feedbacks if you have tried it, and I PROMISE to reply all your emails. 1.30-1.36 update: Ad-Free. 3 times faster when launching and loading older tweets. Support unlimited accounts rather than 3 accounts. Support notifications for all accounts rather than only for the current account. Improved mention suggestion feature. Use URL link to do RT with comment, so you can comment more characters. Conversation view, click the orange(you can change the color) username in replied tweet to show conversation view. Support longer tweet, longer tweet will be converted to a picture automatically. You really should try it out your self. Refined tweet composing view, to support longer tweet. Support handle text shared by other app. from 103 reviews Download Coolands for Twitter Free - V1.38 - 298K Sorry ... This app is no longer available. Share this app Screenshots	`What are the unique features of the Coolands for Twitter app?`

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "cos_sim"
}

Evaluation Dataset

Unnamed Dataset

Size: 500 evaluation samples
Columns: positive and anchor
Approximate statistics based on the first 500 samples:
positive anchor
type string string
details
min: 188 tokens
mean: 460.02 tokens
max: 512 tokens

min: 10 tokens
mean: 18.91 tokens
max: 39 tokens

	positive	anchor
type	string	string
details	min: 188 tokens mean: 460.02 tokens max: 512 tokens	min: 10 tokens mean: 18.91 tokens max: 39 tokens

Samples:

positive	anchor
Perhaps Not such a Good Idea I have found trying to run a blog is very time-consuming, and there are other calls on my time. I think it has been demonstrated that if enough people are unable to self-moderate, the nuggets of interest are swamped by the rubbish. Sadly I agree with Mark Frank's assessment. I had hoped more thread topics would be proposed nothing has been suggested by anyone for a while. My personal view is that, considering DaveScot's generally perceived blog persona, I have to admit that he hasn't been (on this site) quite the unmitigated disaster predicted. John Davison, on the other hand has conformed perfectly to predictions, which is a shame, but his choice. I am happy to let things run for a while, but would like to hear from anyone who has a suggestion for a thread topic. Post here or in the suggestions thread 23 comments: How about an "ID: show me the research" thread? OK Rich, put some meat on the bones and I'll paste it. Of course I have. I have no respect for you or your cronies from Psnda's Thumb. What did you expect kudos? What do you want another thread for? No one has even attempted to answer my four challenges yet. You know why? I do. It is because they can't, because everything you and your Darwimpian cronies stand for is a myth, an illusion and a hoax. That's why. You might as well close down this flame pit while you are behind as it isn't going anywhere. It is hard to believe isn't it? I love it so! " "How about an "ID: show me the research" thread? " Alan Fox said... OK Rich, put some meat on the bones and I'll paste it. " Why is there no ID research, even on Dembski's blog? Why does ID consist solely of an opinion that some parts of human biology are designed? How would IDers actually prove that some parts of human biology are in fact designed? Expand a bit on the theme, Wonderpants and I'll start a thread if you like. "My personal view is that, considering DaveScot's generally perceived blog persona, I have to admit that he hasn't been (on this site) quite the unmitigated disaster predicted. " At a guess, it's because he can't duck or delete awkward subjects. I note from skimming through the threads though that he's been rather selective as to which ones he posts in, namely the ones that don't pose awkward ID questions. ;-) Well, we can't torture a confession out of him. As Lenny points out frequently, an absence of an answer is in itself an answer. What about a thread from you, entitled " My awkard questions for DaveScot"? I'm not sure how much meat can be put on the bones of a non-existent project, but here's my thought: I would really like to hear about actual research projects that can be / are being done. Without knowing of any that are running currently, I'm not sure if it would be a good thread to start, but maybe you could ask for ideas. It could be a thread dedicated to lab experiments. If X is designed, we will find Y. Here's how we find Y in the lab. Then we watch for the landslide of X and Y that get suggested and, of course, the methods that actually find these things. Why would they start posting it now, though, after years of keeping it secret? JAD: I have no respect for you or your cronies from Psnda's Thumb. Which raises the obvious question of why you hang around in forums like this. Why not submit your work to a technical journal where real scientists will read it? Well, unless and until Wonderpants or Blipey want to expand on it, I have framed a thread along the line suggested. I think a good thread would be "Place A Vote For or Against the Banning of Professor Emeritus John Davison". I invade the ephemeral meaningless world of cyberdom for amusement on the outside chance that I might find a rational mind once in a while, one like johndarius for example. Mostly I encounter mentally impaired ideologues with IQs in the room temperature range or hostile, rabid, certifiably deranged schizophrenic sociopaths like Spravid Dinger. This particular blog seems to be blessed with both varieties. Naturally - I love it so! I'll try and think of something tomorrow. Been watching the footie tonight. Props to France for winning aghainst Spain, Alan. Ah, the World Cup. Something else Mrs Fox and I disagree on. Yes there would have been a few glum faces at work tomorrow. Now if only France can beat Brazil, and England beat Portugal. JAD, you didn't answer my second question: Why not submit your work to a technical journal where real scientists will read it? Why would real scientists want to read the nonsensical ramblings of a pseudoscientist? Give me a shout if you need some "help." Naturally - I love it so! But JAD won't publish in a scientific journal any longer. According to his second post, we can assume that he visits Nature's website "for amusement on the outside chance that [he] might find a rational mind once in a while, one like a [creationist] for example. Mostly [he] encounters mentally impaired [evolutionary biologists] " I can't think of a single great scientist who wouldn't describe himself as a creationist, not one. Can anyone? I love it so! Democritus, Sagan, Darwin, Edison, Feynman, Curie, just to name a handful. Of course, they never managed to publish in Rivista... [snicker] Feynman once described scientific discovery as a religious experience. I agree entirely as I have had the same experience. That anyone could describe Darwin as a scientist is unthinkable. I didn't know that about Curie and tend not to accept it without some documentation. I love it so! What a sad little weasel you are. Feynman was an avowed atheist. Curie was raised Catholic but became an atheist on the death of her mother. Darwin was 100 times the scientist you are. Creationism is all but dead among true scientists; critical inquiry is poison to that superstitious twaddle.	`What is the author's personal view on DaveScot's blog persona?`
Age reduction Academic atmosphere Beef tendon bottom Straight buckle low-heel cowhide Lefu shoes Mary Jane shoes Spring and summer Women's shoes 0.73 ins Chaopai shoes Women's Shoes Academic atmosphere Versatile Graffiti Frenulum gym shoes Harajuku leisure time Hip hop jointly skate shoes Air force one Men's shoes Low Gang summer skate shoes student Korean version Versatile leisure time gym shoes female Reflection Little white shoes autumn Clover ozweego Daddy shoes Jackson Yi Same men and women Reflection motion Running shoes EE6999 Retro Britain Square head Frenulum Color matching motion Casual shoes 2021 new pattern Versatile Flat bottom Elastic band Little white shoes female Thick bottom British style Small leather shoes Women's shoes 2021 new pattern Big square head Spring and Autumn Lefu Autumn shoes black Single shoes U.S.A quality goods Jeffrey Campbell temperament crude high-heeled dollskill Buckles Low top shoes female widow quality goods Clover ozweego Black Warrior Dad Running shoes Night Walker Retro Men's Shoes Reflection increase Women's Shoes tide Internet celebrity Daddy shoes female 2021 summer new pattern ventilation comfortable leisure time gym shoes Retro Thick bottom increase Single shoes tide Sao Fen Paris Daddy shoes Three generations combination increase Thick bottom ins tide Single shoes Women's Shoes leisure time motion track3.0 Paris Home B Daddy shoes one three generation triple s Thick bottom increase men and women lovers leisure time motion Fashion shoes Dirty shoes U.S.A quality goods Jeffrey Campbell temperament crude high-heeled dollskill Buckles Low top shoes female widow D1G New products anniversary Graffiti high-heeled shoes Internet celebrity Show Sharp point Fine heel Women's shoes Europe Versatile Retro Women's Shoes 2021 Autumn and winter new pattern Low Gang Single shoes female genuine leather Flat bottom Frenulum Color matching motion Casual shoes male skate shoes tide Little white shoes female Josiny Spring and summer 2021 new pattern Korean version Versatile Leisure fashion ventilation student Flat bottom gym shoes European goods Forrest Gump Daddy shoes female tide 2021 autumn new pattern Small pretty waist gym shoes Frenulum Slope heel Single shoes Women's Shoes tide 【 goods in stock 】 devil sisters Sheep puff Lolita original Halloween Thick bottom Women's Shoes hottie high-heeled Women's Shoes Zhou Yangqing Same 2021 Spring and summer new pattern Thick bottom Shoe of sponge cake motion leisure time lovers P family Daddy shoes female ins tide 20 new pattern Internet celebrity Sharp point Single shoes female high-heeled genuine leather Fine heel Shallow mouth sexy Bridesmaid Women's Shoes Wedding shoes 6cm 10cm	`What type of shoes are mentioned as being suitable for both men and women?`
I just started a new blog on my ultralight gear. My gear list in all it's glory is located on: each item of gear, I'm writing an in-depth review for the item and how we have used it. Would love to get feedback and the site and our gear and/or comments from people on how we can fine tune.Currently my wifes pack is 7.5 lbs base weight, and mine is 10.5 lbs.Thanks!-Brett Edited by brettmarl on 09/09/2006 15:59:48 MDT. Brett, Your BLOG looks good.You should put the size of your items where their is one such as pants, shoes, jacket etc. There is a golf like "handicap' for anyone that wears larger then size medium or size 9.5 shoe. Sure.I think you might recheck some of your math. Not sure but some totals look low. Don't trust the posted weightof gear, weigh it yourself if you haven't.Why is your pack list so heavy? I agree, nice looking blog. Bill is right on listing the sizes, other than that....looks great! Brett - nice list, and nice format!(One small typo: it currently says "Cloudburt" for the tent.) Edited by slnsf on 09/09/2006 18:08:48 MDT. Great site with good info. I'm trying to decide between the GoLite Infinity and Jam and I think after reading your blog, that the Jam should be plenty big.I'm interested to see what's in your first aid kit.Also, any issues with the water purification tablets? I currently use a MSR miniworks pump and I'm looking to lighten up... At first I thought you might not be warm enough as I reviewed your North Cascade hike, then I recounted your layers. Very nice site! What I was a little confused about was the opening statement of getting four days of backpacking gear into a pack, yet at the bottom the food for two was estimated for three days. However I now understand that these are not mutually exclusive statements. thanks for the feedback.i fixed the cloudburt typo (thanks), and the 4 vs. 3 days. ai also completed all my gear posts - including the innards of my first aid kit and my experiences with the MicroPUR tabs.the weights listed should be the ones that i weighed myself (unless, i've mis-typed in some areas)bill - you say to check my math with "Why is your pack list so heavy?". not sure what you are refering to here.great idea on including the sizes. You must login to post. MEMBERSHIP IS REQUIRED TO POST: You must be a Forum, Annual or Lifetime Member to post messages in the backpackinglight.com forums. SUBSCRIBE NOW »	`What are the base weights of the blogger's and his wife's packs?`

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "cos_sim"
}

Training Hyperparameters

Non-Default Hyperparameters

eval_strategy: steps
per_device_train_batch_size: 10
per_device_eval_batch_size: 10
num_train_epochs: 30
warmup_ratio: 0.1
bf16: True
batch_sampler: no_duplicates

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: steps
prediction_loss_only: True
per_device_train_batch_size: 10
per_device_eval_batch_size: 10
per_gpu_train_batch_size: None
per_gpu_eval_batch_size: None
gradient_accumulation_steps: 1
eval_accumulation_steps: None
torch_empty_cache_steps: None
learning_rate: 5e-05
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1.0
num_train_epochs: 30
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: {}
warmup_ratio: 0.1
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
save_safetensors: True
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
no_cuda: False
use_cpu: False
use_mps_device: False
seed: 42
data_seed: None
jit_mode_eval: False
use_ipex: False
bf16: True
fp16: False
fp16_opt_level: O1
half_precision_backend: auto
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: 0
ddp_backend: None
tpu_num_cores: None
tpu_metrics_debug: False
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
past_index: -1
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: False
ignore_data_skip: False
fsdp: []
fsdp_min_num_params: 0
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
fsdp_transformer_layer_cls_to_wrap: None
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch
optim_args: None
adafactor: False
group_by_length: False
length_column_name: length
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
dataloader_pin_memory: True
dataloader_persistent_workers: False
skip_memory_metrics: True
use_legacy_prediction_loop: False
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: False
hub_always_push: False
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_inputs_for_metrics: False
eval_do_concat_batches: True
fp16_backend: auto
push_to_hub_model_id: None
push_to_hub_organization: None
mp_parameters:
auto_find_batch_size: False
full_determinism: False
torchdynamo: None
ray_scope: last
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
dispatch_batches: None
split_batches: None
include_tokens_per_second: False
include_num_input_tokens_seen: False
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
eval_on_start: False
eval_use_gather_object: False
batch_sampler: no_duplicates
multi_dataset_batch_sampler: proportional

Training Logs

Click to expand

Epoch	Step	Training Loss	Validation Loss
0.0521	50	0.116	-
0.1042	100	0.1294	0.0527
0.1562	150	0.0813	-
0.2083	200	0.0813	0.0300
0.2604	250	0.0554	-
0.3125	300	0.0626	0.0192
0.3646	350	0.0667	-
0.4167	400	0.0564	0.0161
0.4688	450	0.0496	-
0.5208	500	0.0363	0.0146
0.5729	550	0.0465	-
0.625	600	0.0337	0.0141
0.6771	650	0.0485	-
0.7292	700	0.0568	0.0129
0.7812	750	0.0338	-
0.8333	800	0.0238	0.0111
0.8854	850	0.0537	-
0.9375	900	0.0419	0.0146
0.9896	950	0.0333	-
1.0417	1000	0.039	0.0108

Framework Versions

Python: 3.10.12
Sentence Transformers: 3.2.1
Transformers: 4.44.2
PyTorch: 2.4.1+cu121
Accelerate: 0.34.2
Datasets: 3.0.1
Tokenizers: 0.19.1

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}