metadata
library_name: setfit
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
base_model: sentence-transformers/paraphrase-mpnet-base-v2
metrics:
- accuracy
widget:
- text: >+
[0:00:00] null:
[0:00:14] spk_0: sir. This is manna calling from my dear. Thank you for
the confirmation, sir. I've been appointed as your dedicated service
manager for
[0:00:22] spk_1: your account.
[0:00:24] spk_0: and I request you to save my contact number, which is
appearing on your
[0:00:27] spk_1: phone.
[0:00:28] spk_0: and I will be available in all bank working
[0:00:30] spk_1: with from
[0:00:31] spk_0: morning 930
[0:00:32] spk_1: evening 6 p.m.
[0:00:34] spk_0: You can also check my contact number and email I d. On
your mobile banking.
[0:00:39] spk_1: on
[0:00:39] spk_0: the left top corner. That will be an option called my
relationship
[0:00:44] spk_1: Team. If
[0:00:45] spk_0: you click on, that means you can able to see my
[0:00:47] spk_1: details. and
[0:00:49] spk_0: answer. I would like to inform you one more
[0:00:51] spk_1: thing. Actually,
[0:00:53] spk_0: our IDs see, First Bank has increased to the
[0:00:55] spk_1: both
[0:00:56] spk_0: savings account Interstate as well as fixed
[0:00:58] spk_1: deposit interest rates from this. we
[0:01:01] spk_0: are providing up to 7% per annum for the amount which you
are maintaining
[0:01:04] spk_1: in your savings account.
[0:01:06] spk_0: that's also on slap basis.
[0:01:07] spk_1: From on rupee to 10
[0:01:09] spk_0: lakhs, you will get 4% Parana and the amount
[0:01:11] spk_1: which are maintaining
[0:01:12] spk_0: more than 10 lakhs up to five cross you will get 7%
Parana. it will get calculated on daily basis and you will get the
interest amount on
[0:01:19] spk_1: monthly basis.
[0:01:22] spk_0: and cancer. And for fixed deposit, we are providing 7.5%
approve, 7.5% the tenure of one year, one
[0:01:29] spk_1: day. highest
[0:01:31] spk_0: across the
[0:01:32] spk_1: industry.
[0:01:35] spk_0: And then, sir, we are providing 28 services of Reaser
like an email cashback dots at any at them.
[0:01:41] spk_1: And that is
[0:01:42] spk_0: S M salad charges, cash withdrawal and deposit charges at
any branches
[0:01:47] spk_1: with no charges
[0:01:48] spk_0: and
[0:01:48] spk_1: check book
[0:01:49] spk_0: check pounds, that is no check bones
[0:01:51] spk_1: charges and easiest return charges. Like
[0:01:53] spk_0: Wes. We are providing 28 services for free,
[0:01:55] spk_1: sir. Okay.
[0:01:57] spk_0: Are you salad or sell
[0:01:58] spk_1: from purchase? one.
[0:02:01] spk_0: Saturday. so value or maintaining yours Have the account,
sir.
[0:02:08] spk_1: Okay,
[0:02:09] spk_0: so you are maintaining. salary accounted HDFC So R I s C
first bank is your savings
[0:02:16] spk_1: account. Yeah. I hope
[0:02:18] spk_0: this is your primary accounts are depressed, bank. UN
answer. Ah
[0:02:28] spk_1: in Are
[0:02:30] spk_0: you holding any other loans or
[0:02:32] spk_1: something? Any other bank recently? taken, Marcus.
[0:02:39] spk_0: banks.
[0:02:42] spk_1: Federal Bank. Sir,
[0:02:43] spk_0: if you require any kind of thing
[0:02:46] spk_1: means regarding your
[0:02:47] spk_0: account in ideas
[0:02:48] spk_1: First
[0:02:48] spk_0: Bank, I am the one point of contact for all your
[0:02:51] spk_1: banking means. Okay,
[0:02:53] spk_0: sir. Save my official landline number, which is available
in your
[0:02:57] spk_1: mobile banking app.
[0:02:59] spk_0: call back if any requirement.
[0:03:03] spk_1: Okay, sir. Thank you. Yeah.
[0:03:06] spk_0: Thanks for banking with IDF. See first Bank Sept. Have a
great day, sir. Have a great day, sir.
[0:03:11] spk_1: Bye.
- text: >+
[0:00:00] null:
[0:00:03] spk_0: good afternoon. Am I speaking to supra Priya, ma'am?
ma'am, this is Hi, Krishna. Ma'am, Your A newly appointed as your
relationship manager from I D S C Falls Bank.
[0:00:15] spk_1: okay?
[0:00:17] spk_0: Yeah, ma'am. In future. So whenever you have any queries
or whenever you have any requirement Okay, you can contact me. So
[0:00:24] spk_1: in terms of
[0:00:25] spk_0: account related information or if you want to go for any
kind of loans, even for investment related suggestions for a building.
Yeah. Allow me banking and tell on the name.
[0:00:37] spk_1: Yeah, it's
[0:00:39] spk_0: Okay, so every month interest is credit out the number.
so whatever the balance you maintaining. Okay. So you'll get interest,
ma'am.
[0:00:52] spk_1: Yeah. Yeah, I think I'm getting it.
[0:00:54] spk_0: Okay. And how much rate of interest are you getting at
all?
[0:00:59] spk_1: Ah, it's okay. I like. I'm not that much into it. My
husband take care of all that.
[0:01:04] spk_0: Okay. Okay, ma'am. I'll give you the information and
please inform to your husband as well. Because all banks are giving a
quarterly basis. Interest, ma'am. Okay. So that too only maximum 3%. But
only our bank is giving a monthly interest. Credit that the minimum 4% per
annum.
[0:01:23] spk_1: so
[0:01:24] spk_0: war and about 10 lakhs. If you maintain up to Pike Row,
we are providing 7% rate of interest, ma'am. again it monthly. Okay, so if
you aware about this definitely will maintain a mobile because you'll get
a more interest credit year. And even if you have any idle funds, please
do fixed deposits. We are giving 7.5 rate of interest for just one year.
One day, ma'am.
[0:01:49] spk_1: Okay.
[0:01:51] spk_0: So your husband also holding account address?
[0:01:53] spk_1: No, I don't think so. He is like I don't know about.
[0:02:01] spk_0: OK, ma'am. Yeah, but please save my number. Okay? You can
able to see my details in net banking and mobile app. So there is an
option called my relationship ing.
[0:02:10] spk_1: Okay.
[0:02:11] spk_0: Yeah. So just save my number, ma'am, okay? Yeah. Thank
you, ma'am. Thanks for your time. Have a nice day.
- text: >+
[0:00:00] null:
[0:00:02] spk_0: Good afternoon. This is cashing will be calling from I.
D. that's all. Hello? I d c forced banks. uh, it was just to share some
updates with you the bank account, which you're having the person. So for
this bank account, I have been assigned as your dedicated service manager.
So if you need any kind of assistance related to your bank account, you
can directly connect with me as last time. Also, we had a word, so I hope
you have saved this number. sure? Yeah. Okay, great. So if you need any
kind of assistance related to your bank account so you can directly
connect with me, I'll be a single point of contact for you will be
available from 9:30 a.m. to 6 p.m. On all bank working days. Yeah, so am
I. And apart from this Na, I'll share my details with you. Why? I text,
you will have my WhatsApp number. So requesting you to please save that
number as well. So so in feature. If you need any kind of assistance or
there would be any urgency so you can connect me through WhatsApp as well,
so as it would be my official WhatsApp number. And actually, I have given
you a call to inform you. Now our rate of interest has been revised.
Previously, we were providing 7% annually rate of interest for the balance
of more than 10. Lack up to five crores, sir. But now it has been revised.
If you will keep a balance in your bank account, more than five lacs on
that you'll be getting 7% annually rate of interest up to 25 clothes. and
this interest amount will be getting credited in your bank account on a
monthly basis. So and apart from this, if you do any fixed deposit, and if
you selected 10 years from one year, one day to two years you will be
getting 7.5% annually rate of interest for your fixed deposit as well. so
Ah, like as you having a bank account as per your current like balance.
Lorna, you are getting 4% and will rate of interest. So I would require
Suggest you if you have any saving balances. Any other bank account, sir,
that you can move over here so, like you will be able to enjoy the higher
rate of interest, which we are providing you, sir, from 4% to 7% so which
would be beneficial for you. Yeah, sure. And currently, do you need any
kind of assistance from my Okay. Okay. No worries, sir. And do you have
any, like, phones requirement? Because also, you have a option without any
document. Okay. Okay. So no, no worry. I'll just share the benefits with
you in future, whenever you need. So you can go for this. So you are
having a eligibility of two Lock ₹99,000. So which is preapproved without
any documentation? Instantly will be credited in your bank account.
Minimum. You can take it for two months and maximum for 48 months. And
whenever you want, you can close the same. So there won't be any four
closer charges at all. So? So in feature me, you can go for the same so
Yeah. Thank you so much for giving your patience investing. Please feel
free to reach out to me in case of any assistance you need. Thank you.
Thank you so much. Please keep banking with 51st bank.
- text: >-
(SPEAKER_00 1.309 - 6.929) जी good morning sir वीरेंद्र प्रजापति बात कर
रहा हूँ IDFC first bank से विकास कुमार जी से बात हो रही है sir?
(SPEAKER_01 7.96 - 7.98) हाँ
(SPEAKER_00 8.47 - 17.09) जी विकास जी hope you remember sir recently हमारी
बात हुई थी regarding आपका जो IDFC first bank में account open हुआ उसका
सर्वice manager sir।
(SPEAKER_01 17.899 - 18.579) हाँ बोलिए
(SPEAKER_00 18.94 - 25.04) जी जी sir मैंने आपको एक link send किया था sir,
account link करने के लिए sir। क्या आप उसे link करा दिया है।
(SPEAKER_01 25.799 - 27.1) नहीं अभी link नहीं होता अच्छा
(SPEAKER_00 27.76 - 66.16) अच्छा कोई बात नहीं sir अभी आप अपना HDFC first
bank का mobile application login कर सकते हैं तो मैं guide कर देता हूँ
विकास जी। account link करने के लिए sir अगर आप कोई other bank का account भी
use करते है ना sir तो IDFC first bank आपको यहाँ पे एक option देता है। यहाँ
पे आप other bank accounts को भी हमारे साथ link कर सकते है। और secondary
bank account की details भी देख सकते हैं जैसे की इसके statement, debit
credit balances सारी। तो आपको काफी handy हो जाता है वो चीज sir आप single
application के जरिए आपके सारे accounts manage कर सकते हैं। Hello
(SPEAKER_01 67.129 - 67.66) हाँ
(SPEAKER_00 67.889 - 83.19) जी जी जी काफी useful process है आप इसको link
कर सकते हैं बिना कोई charges के sir और अगर आपको ये useful लगता है तो आप
उसको as it is continue रख सकते हैं। इन future अगर आपको लग रहा है की आपको
ये useful नहीं लग रहा है तो आप उसको unlink भी कर सकते हैं। totally up to
you sir।
(SPEAKER_01 84.86 - 85.5) ठीक है हम
(SPEAKER_00 86.819 - 88.699) तो अभी login कर पाएंगे application
(SPEAKER_01 88.699 - 91.569) को अच्छा
(SPEAKER_00 91.58 - 98.01) अच्छा कोई बात नहीं sir तो कोई suitable time बता
पाएंगे तो मैं आपको उसके accordingly call कर लेता हूँ। कोई assistance
requirement करे
(SPEAKER_01 98.01 - 98.47) मैं कर लूँगा।
(SPEAKER_00 101.62 - 108.019) अच्छा अच्छा ठीक है अच्छी बात है sir तो मैं
वापस से आपको link भेज के रखता हूँ। वो link के through आप directly उस main
page पर आ जाएंगे।
(SPEAKER_01 108.459 - 109.58) okay
(SPEAKER_00 110.15 - 114.089) बाकी अभी कोई बैंकिंग need है sir जिसमें मैं
कोई सहायता कर सकता हूँ आपकी?
(SPEAKER_01 114.36 - 115.959) नहीं अच्छा
(SPEAKER_00 115.959 - 122.059) कोई बात नहीं sir कोई भी बैंing need रहेगा
तो please call कीजियेगा इस same number पे आपको call connect हो जायेगा sir
ठीक है
(SPEAKER_01 122.279 - 122.739) okay thank you
(SPEAKER_00 123.44 - 124.29) thank you sir have a nice
- text: >+
[0:00:00] null:
[0:00:04] spk_0: hello good morning sir hello hello good morning
[0:00:08] spk_1: किशोर प्रधान बात कर रहा था i d f c post bank से मेरी बात
mister आलम नेगी जी से बात हो रही
[0:00:13] spk_0: हैं। हाँ जी हाँ जी हाँ good morning! आपके
[0:00:15] spk_1: account good morning sir मैं आपके account का relationship
manager बात कर रहा था।
[0:00:20] spk_0: हां introduction call था okay
[0:00:23] spk_1: bank ने officially मुझे appoint किया था sir आपके account
के लिए सारे product related services के
[0:00:28] spk_0: लिए। तो
[0:00:29] spk_1: होगा ना।
[0:00:31] spk_0: हां आपके mobile application
[0:00:33] spk_1: pay भी visible रहेगा। in मै pressure shifting
[0:00:36] spk_0: आपको official
[0:00:37] spk_1: mail id with me official number and official whatsapp
detail के साथ आपको मिल जाएगा। ठीक
[0:00:43] spk_0: हैं
[0:00:45] spk_1: साथ ही साथ जैसे ही हमारा conversation and होता हैं sir
आपको एक memes के through भी inform किया जाता हैं कि दट मैं आपके आ रहा हूं
आप मेरा जो detail हैं अपने phone book में save कर सकते हैं। clicking only
[0:00:54] spk_0: message।
[0:00:56] spk_1: आपको आपके product related account related services
related
[0:01:00] spk_0: जो की
[0:01:00] spk_1: आपको requirement रहती हैं तो आप मुझे call
[0:01:02] spk_0: कर
[0:01:03] spk_1: सकते हैं connect कर सकते हैं
[0:01:04] spk_0: मेरा जो working
[0:01:05] spk_1: nine thirty eight two six पीएम का हैं sir
[0:01:07] spk_0: bank working days में sir okay ठीक हैं
[0:01:11] spk_1: and आपका saving account भी आप बहुत समय से हमारे साथ जुड़े
हुए हैं। sir दो हज़ार बीस से आपका account हैं right
[0:01:16] spk_0: hope
[0:01:18] spk_1: ये आपका जो account हैं या primary account हैं sir
[0:01:22] spk_0: ये
[0:01:22] spk_1: account आपका primary account हैं
[0:01:23] spk_0: sir हाँ जी! okay
[0:01:26] spk_1: and फिलहाल अभी आप job कर रहे
[0:01:28] spk_0: हैं
[0:01:28] spk_1: business वगैरह run कर रहे
[0:01:29] spk_0: हैं जो salary account और आपका right corporate corporate
account में salary
[0:01:38] spk_1: account कुछ benefits मैं आपको बता देना
[0:01:40] spk_0: चाहूँगा sir इस account में आपको rate of
[0:01:42] spk_1: interest जो हैं ना sir annual में sir saving me more than
ten lakh rupees अगर account में fund अगर होता हैं sir आपके तो
[0:01:49] spk_0: आपको annually
[0:01:50] spk_1: seven seven percent का rate of
[0:01:51] spk_0: interest मिलता हैं आपकी saving ये जो
[0:01:54] spk_1: amount होता हैं monthly basis pay
[0:01:55] spk_0: आपको
[0:01:56] spk_1: credit होता
[0:01:56] spk_0: हैं and ten
[0:01:58] spk_1: lakh rupees अगर आपके account में fund available हैं अगर
आप book करते हैं आपके account primary account से तो four percent
[0:02:04] spk_0: आपका आपको annually rate of
[0:02:05] spk_1: interest monthly
[0:02:07] spk_0: basis pay
[0:02:07] spk_1: आप
[0:02:08] spk_0: credit credit करके मिलता
[0:02:09] spk_1: हैं sir
[0:02:10] spk_0: okay above ten lakh seven percent
[0:02:14] spk_1: above ten lakhs it will be seven percent sir
[0:02:16] spk_0: okay
[0:02:17] spk_1: अगर आप comparison देखेंगे ना sir तो आप बहुत ज्यादा save
कर लेते हैं। आपकी saving account में ही sir अगर आप कहीं investment अगर
नहीं कर रहे हैं जैसे की market वगैरह pay sir because
[0:02:26] spk_0: आपने app कुछ
[0:02:27] spk_1: हैं right जब
[0:02:29] spk_0: भी हुआ हैं अभी आपका
[0:02:31] spk_1: एक running में भी चल रहा
[0:02:32] spk_0: हैं
[0:02:33] spk_1: and देखेंगे has two market में जो banks available हैं
फिलहाल
[0:02:37] spk_0: उनसे हम better
[0:02:38] spk_1: provide कर रहे हैं। sir seven point five zero annual
[0:02:40] spk_0: rate of interest हैं
[0:02:41] spk_1: sir one year plus one day का भी अगर आप fd book करते हैं
तो
[0:02:46] spk_0: कितना हैं
[0:02:47] spk_1: one
[0:02:47] spk_0: year one day का कितना and
[0:02:50] spk_1: बता दे रहा हूँ one year plus one day two eighteen month
it will be seven point five zero
[0:02:56] spk_0: okay okay and
[0:02:58] spk_1: हम थोड़ा additional provide करते हैं। senior citizen को
sir
[0:03:01] spk_0: senior citizen account
[0:03:02] spk_1: अगर आपके घर में कोई senior citizen member हैं, आप account
open कर सकते हैं। sir उनको जो fd rates हैं वो eight percent हैं। sir one
year
[0:03:09] spk_0: plus one day का okay ठीक document documents required for
senior
[0:03:17] spk_1: citizen require आधार card pan card
[0:03:20] spk_0: आपको कहीं
[0:03:20] spk_1: visit भी करने की requirement
[0:03:22] spk_0: नहीं होती हैं because हम senior citizen
[0:03:24] spk_1: अगर account open करना होता हैं तो हम account आपके place
pay visit करके account open किया जाता हैं। sir
[0:03:30] spk_0: and उनको
[0:03:31] spk_1: रो step banking facility day one से हम provide करते हैं
sir except, cash, withdraw और cash deposit
[0:03:41] spk_0: ठीक हैं
[0:03:42] spk_1: जो बाकी सारी services रहती हैं। sir account related चाहे
वो check pick up हो, signature update हो, ठीक हैं या छोटे से छोटे चीजों के
लिए भी अ अगर उन्हें अगर requirement हैं घर आके समझाया जायेगा बताया जाए वो
[0:03:54] spk_0: भी in
[0:03:55] spk_1: case in case of अगर branch वो visit करना भी चाहते हैं ना
sir तो उनको प्रेफरेंशियल दिया जाता हैं sir for
[0:04:02] spk_0: example
[0:04:03] spk_1: चार लोग अगर पहले से line में तो उनको ही सबसे पहले हम
attend करेंगे।
[0:04:07] spk_0: okay okay ये सारी
[0:04:08] spk_1: चीज़े bank में आपको provide
[0:04:10] spk_0: so in case of any information of any query we can talk to
you
[0:04:15] spk_1: yes yes yes
[0:04:16] spk_0: मैं
[0:04:17] spk_1: number und details in your mobile application also in
relation shipping। और जैसे
[0:04:22] spk_0: मैंने आपको
[0:04:22] spk_1: बताया कि एस। एम। एस। भी आपको मिल जाएगा। एस। एम। एस। में
भी आप save कर सकते हैं। detail
[0:04:26] spk_0: ठीक ठीक हैं। ठीक हैं thank you thank you so much thank
you हम्म।
pipeline_tag: text-classification
inference: true
model-index:
- name: SetFit with sentence-transformers/paraphrase-mpnet-base-v2
results:
- task:
type: text-classification
name: Text Classification
dataset:
name: Unknown
type: unknown
split: test
metrics:
- type: accuracy
value: 0.4
name: Accuracy
SetFit with sentence-transformers/paraphrase-mpnet-base-v2
This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/paraphrase-mpnet-base-v2 as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
- Fine-tuning a Sentence Transformer with contrastive learning.
- Training a classification head with features from the fine-tuned Sentence Transformer.
Model Details
Model Description
- Model Type: SetFit
- Sentence Transformer body: sentence-transformers/paraphrase-mpnet-base-v2
- Classification head: a LogisticRegression instance
- Maximum Sequence Length: 512 tokens
- Number of Classes: 2 classes
Model Sources
- Repository: SetFit on GitHub
- Paper: Efficient Few-Shot Learning Without Prompts
- Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts
Model Labels
| Label | Examples |
|---|---|
| 1 |
|
| 0 |
|
Evaluation
Metrics
| Label | Accuracy |
|---|---|
| all | 0.4 |
Uses
Direct Use for Inference
First install the SetFit library:
pip install setfit
Then you can load this model and run inference.
from setfit import SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("Megatron17/setfit-paraphrase-mpnet-base-v2-sst2")
# Run inference
preds = model("[0:00:00] null:
[0:00:03] spk_0: good afternoon. Am I speaking to supra Priya, ma'am? ma'am, this is Hi, Krishna. Ma'am, Your A newly appointed as your relationship manager from I D S C Falls Bank.
[0:00:15] spk_1: okay?
[0:00:17] spk_0: Yeah, ma'am. In future. So whenever you have any queries or whenever you have any requirement Okay, you can contact me. So
[0:00:24] spk_1: in terms of
[0:00:25] spk_0: account related information or if you want to go for any kind of loans, even for investment related suggestions for a building. Yeah. Allow me banking and tell on the name.
[0:00:37] spk_1: Yeah, it's
[0:00:39] spk_0: Okay, so every month interest is credit out the number. so whatever the balance you maintaining. Okay. So you'll get interest, ma'am.
[0:00:52] spk_1: Yeah. Yeah, I think I'm getting it.
[0:00:54] spk_0: Okay. And how much rate of interest are you getting at all?
[0:00:59] spk_1: Ah, it's okay. I like. I'm not that much into it. My husband take care of all that.
[0:01:04] spk_0: Okay. Okay, ma'am. I'll give you the information and please inform to your husband as well. Because all banks are giving a quarterly basis. Interest, ma'am. Okay. So that too only maximum 3%. But only our bank is giving a monthly interest. Credit that the minimum 4% per annum.
[0:01:23] spk_1: so
[0:01:24] spk_0: war and about 10 lakhs. If you maintain up to Pike Row, we are providing 7% rate of interest, ma'am. again it monthly. Okay, so if you aware about this definitely will maintain a mobile because you'll get a more interest credit year. And even if you have any idle funds, please do fixed deposits. We are giving 7.5 rate of interest for just one year. One day, ma'am.
[0:01:49] spk_1: Okay.
[0:01:51] spk_0: So your husband also holding account address?
[0:01:53] spk_1: No, I don't think so. He is like I don't know about.
[0:02:01] spk_0: OK, ma'am. Yeah, but please save my number. Okay? You can able to see my details in net banking and mobile app. So there is an option called my relationship ing.
[0:02:10] spk_1: Okay.
[0:02:11] spk_0: Yeah. So just save my number, ma'am, okay? Yeah. Thank you, ma'am. Thanks for your time. Have a nice day.
")
Training Details
Training Set Metrics
| Training set | Min | Median | Max |
|---|---|---|---|
| Word count | 137 | 709.3718 | 2510 |
| Label | Training Sample Count |
|---|---|
| 0 | 37 |
| 1 | 41 |
Training Hyperparameters
- batch_size: (4, 4)
- num_epochs: (1, 1)
- max_steps: -1
- sampling_strategy: oversampling
- num_iterations: 20
- body_learning_rate: (2e-05, 2e-05)
- head_learning_rate: 2e-05
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: False
Training Results
| Epoch | Step | Training Loss | Validation Loss |
|---|---|---|---|
| 0.0013 | 1 | 0.2239 | - |
| 0.0641 | 50 | 0.2657 | - |
| 0.1282 | 100 | 0.1753 | - |
| 0.1923 | 150 | 0.22 | - |
| 0.2564 | 200 | 0.2309 | - |
| 0.3205 | 250 | 0.1526 | - |
| 0.3846 | 300 | 0.3479 | - |
| 0.4487 | 350 | 0.0581 | - |
| 0.5128 | 400 | 0.0137 | - |
| 0.5769 | 450 | 0.0013 | - |
| 0.6410 | 500 | 0.005 | - |
| 0.7051 | 550 | 0.001 | - |
| 0.7692 | 600 | 0.0023 | - |
| 0.8333 | 650 | 0.0011 | - |
| 0.8974 | 700 | 0.0001 | - |
| 0.9615 | 750 | 0.0004 | - |
Framework Versions
- Python: 3.10.12
- SetFit: 1.0.3
- Sentence Transformers: 2.7.0
- Transformers: 4.40.0
- PyTorch: 2.2.1+cu121
- Datasets: 2.19.0
- Tokenizers: 0.19.1
Citation
BibTeX
@article{https://doi.org/10.48550/arxiv.2209.11055,
doi = {10.48550/ARXIV.2209.11055},
url = {https://arxiv.org/abs/2209.11055},
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
title = {Efficient Few-Shot Learning Without Prompts},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution 4.0 International}
}