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Push model using huggingface_hub.

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  1. README.md +230 -152
  2. config_setfit.json +2 -2
  3. model_head.pkl +2 -2
  4. pytorch_model.bin +1 -1
README.md CHANGED
@@ -8,13 +8,15 @@ tags:
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  metrics:
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  - accuracy
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  widget:
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- - text: ' '
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- - text: quantitative algorithmic hustle trading dot com
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- - text: cryptoart since early 2020 founder of ENCODE_graphics red_heart EARTH
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- - text: 'Chief Legal Officer krakenfx Not your lawyer Assumptions opinions prevarications
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- and predictions are mine not my employers '
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- - text: 'Chief of Staff at Remilia Corporation remiliacorp333 Warlord Commander at
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- YAYO Corporation YayoCorp THIS IS NOT A PROMISE OF EQUITY OR OWNERSHIP IN ANYTHING '
 
 
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  pipeline_tag: text-classification
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  inference: true
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  base_model: BAAI/bge-small-en-v1.5
@@ -30,7 +32,7 @@ model-index:
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  split: test
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  metrics:
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  - type: accuracy
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- value: 0.4891640866873065
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  name: Accuracy
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  ---
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@@ -50,7 +52,7 @@ The model has been trained using an efficient few-shot learning technique that i
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  - **Sentence Transformer body:** [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5)
51
  - **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
52
  - **Maximum Sequence Length:** 512 tokens
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- - **Number of Classes:** 27 classes
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  <!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
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  <!-- - **Language:** Unknown -->
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  <!-- - **License:** Unknown -->
@@ -62,42 +64,43 @@ The model has been trained using an efficient few-shot learning technique that i
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  - **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
63
 
64
  ### Model Labels
65
- | Label | Examples |
66
- |:---------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
67
- | NFT_ARTIST | <ul><li>'Onchain music cooprecordsxyz invinmusic cooprecsmusic Los Angeles'</li><li>'Artist etc Chicago'</li><li>'Where NFTs meet DeFi on SecretNetwork Are you Legendary nfts gamefi defi SCRT LGND Secret Network'</li></ul> |
68
- | UNDETERMINED | <ul><li>'100 readerfunded writer All works free to republish bootleg use or cp All works coauthored by Tim Foley Patreon Australia'</li><li>'Pro skater father husband videogame character CEO philanthropist public skatepark advocate Old AF and still skating San Diego world at large'</li><li>'Sandy and blue '</li></ul> |
69
- | DEVELOPER | <ul><li>'BUIDL HODL CELR CelerNetwork BNB bnb48club BTC ETC ATOM No gods no masters only hashes Shadowy Coder trolling by day coding by night Metalhead Cosmos'</li><li>'crosspost to Farcaster Bluesky Twitter Lens Threads decentralized social in one feed iOS '</li><li>'VP of Engineering at avara space nerd my astrobin profile Opinions strictly my own '</li></ul> |
70
- | EXECUTIVE | <ul><li>'Epic Games founder and CEO '</li><li>'CEO compoundfinance San Francisco USA'</li><li>'DeFi FounderUnited_States bornraised Bahai Los Angeles'</li></ul> |
71
- | INFLUENCER | <ul><li>'That rug really tied the room together weekly news channel on hiatus '</li><li>'Conecto con personas de habla hispana con perfil propio dentro de bitcoin y comparto su valor preguntasbtc para respuestas en 24h lunaticoingetalbycom 2515 4D1C 6C36 C024'</li><li>'sols 学习新事物 不带偏见的去看币圈 macau'</li></ul> |
72
- | BUSINESS_DEVELOPER | <ul><li>'Chief of Growth fuel_network Ex0xMantle Ex0xPolygon Tea connoisseur Dog Lover Web3 Degen Views are my own Metaverse'</li><li>'Experience Bitcoin like never before '</li><li>'Bitcoin Blockchain bitcoinmining Bitpay Founded the Original WomenInBitcoin etc Los Angeles '</li></ul> |
73
- | TRADER | <ul><li>'your greater fool goblin town'</li><li>'Commander in chiefing Periodically 1 ranked trader on ByBit Zaza City'</li><li>'Ethereum Maximalist Synthetix Spartan '</li></ul> |
74
- | ONCHAIN_ANALYST | <ul><li>'technical and onchain analyst crypto stock real estate investor global head of news beincrypto spreading alpha United States'</li><li>'Cofounder reflexivityres acq by defitechglobal Using velodata New York NY'</li><li>'Cofounder ensuser research y2z_ventures Full time onchain moron ethereum'</li></ul> |
75
- | RESEARCHER | <ul><li>'Lets skip witty repartee discuss fundamental questions Views are mine not GMUs or Virginias Books Fairfax VA'</li><li>'research paradigm '</li><li>'Crypto Data Research 0x'</li></ul> |
76
- | INVESTOR | <ul><li>'peer to peer electronic cash enthusiast light__nh hethey '</li><li>'GoldLover '</li><li>'I enjoy business innovation lifelong learning to ChangeTheWorld to help others Entrepreneur interim CxO investor adventurer thinker doer NO DMs Global citizen'</li></ul> |
77
- | SECURITY_AUDITOR | <ul><li>'security researcher nascentsecurity EVM Enthusiast Gas Optimizoor Puzzle Cracker Fan of all things Static Analysis Fuzzing Symbolic Execution '</li><li>'think bad do good cofounder openpathsec los angeles'</li><li>'Head of GTM CyfrinAudits Ex Lead Dev Rel AlchemyPlatform Created cyfrinupdraft and AlchemyLearn Making web3 mainstream Ethereum'</li></ul> |
78
- | EDUCATOR | <ul><li>'Professor of Practice at Harvard Teaches Ec 10 some tweets might be educational Also Senior Fellow PIIE Was Chair of President Obamas CEA Cambridge MA'</li><li>'Jarrête des carrières Je vulgarise et décortique à vos côtés les nouvelles tokenomics et les influvoleurs crypto de notre époque Bitcoin'</li><li>' Bretton Woods NH'</li></ul> |
79
- | LAWYER | <ul><li>'Author of Digital Money Demystified DickinsonLaw AdvantageEvans AtTechIntersect Crypto IP Law As seen on Coindesk TV Yahoo Finance Bloomberg CNBC Nomad Team '</li><li>'UVa Vanderbilt Law Your guide to other worlds Crypto l Metaverse Web3 Not legal or financial advice I am A lawyerjust not YOUR lawyer USA'</li><li>'The Crypto Lawyer Юрист Rechtsanwältin محامية Advising Entrepreneurs Investors and Governments on Bitcoin Crypto since 2016 Contributor Forbes UAE Switzerland '</li></ul> |
80
- | ADVISOR | <ul><li>'Director of Government Relations at BlockchainAssn Author of the Token Taxonomy Act Former WarrenDavidson and Board of Advisors JoinSeedstarter Washington DC'</li><li>'Calculated Degen 2x cancer survivor 5x rug pull survivor Paper hands diamond wrist Building WumboLabs Advisoooor arcade_xyz '</li><li>'Doggfather Analytics Founderorange_square OrdData '</li></ul> |
81
- | COMMUNITY_MANAGER | <ul><li>'Contributor to the Optimism Collective OP'</li><li>'ecosystem growth indexcoop music NFT enjoyer wavWRLD_ not financial advice typos are my owm '</li><li>'Founder KryptoSeoul ericaplanet Ericaverse Organizer buidl_asia eth_seoul_ Seoul Chapter Lead She__Fi Alum Stanford Ewha Where is Erica'</li></ul> |
82
- | MARKETER | <ul><li>'Positivity Pusher CoFounder PurpleHorizons Future Tech Marketing Strategist Trend Spotter Storyteller Once a DJ Always a DJ Miami FL'</li><li>'elissa emm Head of Marketing at spruceid building decentralized identity Seattle WA'</li><li>'Marketing Superfluid_HQ Safaryclub solhotgirlclub She__Fi Cohort 9 Words in banklesshq PFP miladymaker 104 NFA Views are my own Brooklyn NY'</li></ul> |
83
- | ANGEL_INVESTOR | <ul><li>'Developer entrepreneur angel investor crypto enthusiast '</li><li>'larp LawliettesLab angel uvocapital '</li><li>'cofounder jokerace_io ecodao_ write on web3 angel thecowfund berlin'</li></ul> |
84
- | VENTURE_CAPITALIST | <ul><li>'visionary at core playful at the surface just launched GetCohosts WalkinEvents prev fabric_vc nothingnyc London UK New York USA'</li><li>'Crypto web3 Partner ColliderVC Standing on the shoulders of giants World State'</li><li>'startup investor and builder founder w_conviction before GP greylockVC accelerating AI adoption tech podcastchains'</li></ul> |
85
- | NFT_COLLECTOR | <ul><li>'FINE BITCOIN GOODS Get in THE BANTER Scarce City'</li><li>'Cofounder RKOTax omega based spicymargeth '</li><li>'Like a shadow following the light Time is actually another dimension Nikennftyeth Niken32lens bcard id 275 Multiverse of Madness'</li></ul> |
86
- | BLOGGER | <ul><li>'Reporter at Bloomberg business covering crypto blockchain companies Formerly CoinDesk DM open Opinions are my own New York USA'</li><li>'viamirror '</li><li>'senior writer NFT lead BanklessHQ '</li></ul> |
87
- | METAVERSE_ENTHUSIAST | <ul><li>'SMOL by Treasure_DAO Smolverse'</li><li>'Epic SciFi MMO strategy game from Pixelmatic ExordiumHQ Take command of a fleet of spaceships and fight for humanity NOW Sol System'</li><li>'Time to post tweets and save lives Creative Director PlayShadowWar Where dreams come true'</li></ul> |
88
- | FINANCIAL_ANALYST | <ul><li>'Editor of FTAlphaville Norwegian despite the Harry Potteresque name Author of TRILLIONS Views mine bla bla Oslo Norway'</li><li>'markets macro business anchor of 10am ET and ETF IQ on bloombergtv haverfordedu columbiajourn alum ktkaos on InstaThreads Opinions mine Midtown East Manhattan'</li><li>'Curious on how behavioral fallacies challenge financial markets and cryptos Always learning new things getting to know new people and having a bit of fun London England'</li></ul> |
89
- | DATA_SCIENTIST | <ul><li>' '</li><li>'Data Wizardry variantfund Chicago IL'</li><li>'NLP ML StatArb Math Bowdoincollege Team Doobro_CN Prev first intern Bybit_Official Plucking a feather from every goose but follow no one absolute New York NY'</li></ul> |
90
- | NODE_OPERATOR | <ul><li>'Founder ClayStack_HQ Building Liquid Staking long before they were called LSDs Running validator nodes at Vibing ClayClanDAO Metaverse'</li><li>'Restake ETH Never Worry about EigenLayer Caps EigenLayer'</li><li>'HonigdachsPod cohost Making Bitcoin green today netposmon Find me on nostr npub1cear2n95zcyze86s5hry2a0pdgs7euhnc0p7ewcq2284pp845t5szt8rhr '</li></ul> |
91
- | SHITCOINER | <ul><li>'Eternity belongs to those who live in the present I tweet once per week when Im pooping Results in occasional shitposting '</li><li>'Lets hold hands and be enemies enemieswithbenefitseth '</li><li>'16th Chair of the Central Bank of Retards When I see chaos forming on the timeline I rush in to shitpost adding fuel to the fire Hyperbolic Time Chamber'</li></ul> |
92
- | MINER | <ul><li>' bitcoin beyonder economic futurist metagame winner rose'</li><li>'Steady lads deploying more hashrate Hashrate merchant luxortechnology btc Miami'</li><li>'SVP foundryservices I am a miner like my father before me previously greenidge_GREE Bitcoin '</li></ul> |
93
- | DATA_ANALYST | <ul><li>'Director of Research at proof_xyz Building charts that make NFTs a bit easier to understand '</li><li>'Shadowy mediocre Analyst tangent_xyz '</li><li>'Lead Analyst CryptoSlate Previously Saidler Bitcoin London'</li></ul> |
 
94
 
95
  ## Evaluation
96
 
97
  ### Metrics
98
  | Label | Accuracy |
99
  |:--------|:---------|
100
- | **all** | 0.4892 |
101
 
102
  ## Uses
103
 
@@ -117,7 +120,7 @@ from setfit import SetFitModel
117
  # Download from the 🤗 Hub
118
  model = SetFitModel.from_pretrained("kasparas12/crypto_individual_infer_model_setfit")
119
  # Run inference
120
- preds = model(" ")
121
  ```
122
 
123
  <!--
@@ -149,38 +152,38 @@ preds = model(" ")
149
  ### Training Set Metrics
150
  | Training set | Min | Median | Max |
151
  |:-------------|:----|:--------|:----|
152
- | Word count | 2 | 13.6494 | 65 |
153
 
154
  | Label | Training Sample Count |
155
  |:---------------------|:----------------------|
156
- | DEVELOPER | 702 |
157
- | DATA_SCIENTIST | 34 |
158
- | DATA_ANALYST | 8 |
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- | NODE_OPERATOR | 18 |
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- | MINER | 22 |
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- | SECURITY_AUDITOR | 129 |
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- | INVESTOR | 212 |
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- | ANGEL_INVESTOR | 84 |
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- | VENTURE_CAPITALIST | 467 |
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- | TRADER | 168 |
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- | SHITCOINER | 34 |
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- | BUSINESS_DEVELOPER | 306 |
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- | BUSINESS_ANALYST | 0 |
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- | COMMUNITY_MANAGER | 122 |
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- | MARKETER | 70 |
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- | FINANCIAL_ANALYST | 32 |
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- | ADVISOR | 79 |
173
- | RESEARCHER | 227 |
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- | ONCHAIN_ANALYST | 29 |
175
- | EXECUTIVE | 393 |
176
- | INFLUENCER | 510 |
177
- | LAWYER | 47 |
178
- | BLOGGER | 55 |
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- | NFT_COLLECTOR | 174 |
180
- | NFT_ARTIST | 312 |
181
- | EDUCATOR | 134 |
182
- | METAVERSE_ENTHUSIAST | 57 |
183
- | UNDETERMINED | 740 |
184
 
185
  ### Training Hyperparameters
186
  - batch_size: (64, 64)
@@ -203,89 +206,164 @@ preds = model(" ")
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  ### Training Results
204
  | Epoch | Step | Training Loss | Validation Loss |
205
  |:------:|:----:|:-------------:|:---------------:|
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- | 0.0011 | 1 | 0.2537 | - |
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- | 0.0562 | 50 | 0.2412 | - |
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- | 0.1124 | 100 | 0.2242 | - |
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- | 0.1685 | 150 | 0.2066 | - |
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- | 0.2247 | 200 | 0.1811 | - |
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- | 0.2809 | 250 | 0.205 | - |
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- | 0.3371 | 300 | 0.1789 | - |
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- | 0.3933 | 350 | 0.1831 | - |
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- | 0.4494 | 400 | 0.1829 | - |
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- | 0.5056 | 450 | 0.1506 | - |
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- | 0.5618 | 500 | 0.1474 | - |
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- | 0.6180 | 550 | 0.0989 | - |
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- | 0.6742 | 600 | 0.1094 | - |
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- | 0.7303 | 650 | 0.1316 | - |
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- | 0.7865 | 700 | 0.1207 | - |
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- | 0.8427 | 750 | 0.1262 | - |
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- | 0.8989 | 800 | 0.1229 | - |
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- | 0.9551 | 850 | 0.0989 | - |
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- | 0.0003 | 1 | 0.2061 | - |
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- | 0.0155 | 50 | 0.2073 | - |
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- | 0.0310 | 100 | 0.1844 | - |
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- | 0.0465 | 150 | 0.1891 | - |
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- | 0.0619 | 200 | 0.1975 | - |
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- | 0.0774 | 250 | 0.1772 | - |
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- | 0.0929 | 300 | 0.2304 | - |
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- | 0.1084 | 350 | 0.2085 | - |
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- | 0.1239 | 400 | 0.1851 | - |
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- | 0.1394 | 450 | 0.1463 | - |
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- | 0.1548 | 500 | 0.1216 | - |
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- | 0.1703 | 550 | 0.1648 | - |
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- | 0.1858 | 600 | 0.1359 | - |
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- | 0.2013 | 650 | 0.163 | - |
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- | 0.2168 | 700 | 0.1563 | - |
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- | 0.2323 | 750 | 0.2 | - |
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- | 0.2478 | 800 | 0.1425 | - |
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- | 0.2632 | 850 | 0.1614 | - |
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- | 0.2787 | 900 | 0.1881 | - |
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- | 0.2942 | 950 | 0.133 | - |
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- | 0.3097 | 1000 | 0.1348 | - |
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- | 0.3252 | 1050 | 0.1256 | - |
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- | 0.3407 | 1100 | 0.1065 | - |
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- | 0.3561 | 1150 | 0.0932 | - |
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- | 0.3716 | 1200 | 0.122 | - |
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- | 0.3871 | 1250 | 0.0969 | - |
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- | 0.4026 | 1300 | 0.1386 | - |
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- | 0.4181 | 1350 | 0.1116 | - |
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- | 0.4336 | 1400 | 0.0866 | - |
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- | 0.4491 | 1450 | 0.084 | - |
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- | 0.4645 | 1500 | 0.1073 | - |
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- | 0.4800 | 1550 | 0.1065 | - |
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- | 0.4955 | 1600 | 0.1063 | - |
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- | 0.5110 | 1650 | 0.1235 | - |
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- | 0.5265 | 1700 | 0.0918 | - |
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- | 0.5420 | 1750 | 0.078 | - |
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- | 0.5574 | 1800 | 0.1358 | - |
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- | 0.5729 | 1850 | 0.0664 | - |
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- | 0.5884 | 1900 | 0.1123 | - |
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- | 0.6039 | 1950 | 0.0996 | - |
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- | 0.6194 | 2000 | 0.0471 | - |
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- | 0.6349 | 2050 | 0.1068 | - |
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- | 0.6504 | 2100 | 0.0933 | - |
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- | 0.6658 | 2150 | 0.0836 | - |
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- | 0.6813 | 2200 | 0.0858 | - |
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- | 0.6968 | 2250 | 0.0421 | - |
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- | 0.7123 | 2300 | 0.08 | - |
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- | 0.7278 | 2350 | 0.0902 | - |
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- | 0.7433 | 2400 | 0.0949 | - |
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- | 0.7587 | 2450 | 0.116 | - |
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- | 0.7742 | 2500 | 0.0733 | - |
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- | 0.7897 | 2550 | 0.101 | - |
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- | 0.8052 | 2600 | 0.0709 | - |
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- | 0.8207 | 2650 | 0.079 | - |
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- | 0.8362 | 2700 | 0.0706 | - |
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- | 0.8517 | 2750 | 0.0338 | - |
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- | 0.8671 | 2800 | 0.0812 | - |
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- | 0.8826 | 2850 | 0.063 | - |
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- | 0.8981 | 2900 | 0.075 | - |
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- | 0.9136 | 2950 | 0.081 | - |
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- | 0.9291 | 3000 | 0.1264 | - |
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- | 0.9446 | 3050 | 0.0766 | - |
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- | 0.9600 | 3100 | 0.0873 | - |
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- | 0.9755 | 3150 | 0.0512 | - |
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- | 0.9910 | 3200 | 0.0816 | - |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ### Framework Versions
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  - Python: 3.9.16
 
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  metrics:
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  - accuracy
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  widget:
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+ - text: 'Building TopazMarket Prev AptosLabs Founder AptosNames All views posts
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+ and opinions shared are my own Not financial advice '
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+ - text: 'Founder FrequenC__ an awardwinning marketing agency for the next internet
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+ Mentor speaker cat mom Tweets are my own opinion libertylabsxyz '
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+ - text: No1 ExchangeIndonesia Pertama Terdaftar dan Teregulasi di Bappebti CS Live
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+ Chat 247 Jakarta Capital Region
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+ - text: producer business and elsewhere on leave views my own la gran manzana
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+ - text: Founder GainForestNow CoLead ETHBiodivX CL ClimateChangeAI PhD ETH prevGermanyHong_Kong_SAR_ChinaVietnam
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+ Son of Hoa refugees hehim Zurich Switzerland
20
  pipeline_tag: text-classification
21
  inference: true
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  base_model: BAAI/bge-small-en-v1.5
 
32
  split: test
33
  metrics:
34
  - type: accuracy
35
+ value: 0.5565092989985694
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  name: Accuracy
37
  ---
38
 
 
52
  - **Sentence Transformer body:** [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5)
53
  - **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
54
  - **Maximum Sequence Length:** 512 tokens
55
+ - **Number of Classes:** 28 classes
56
  <!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
57
  <!-- - **Language:** Unknown -->
58
  <!-- - **License:** Unknown -->
 
64
  - **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
65
 
66
  ### Model Labels
67
+ | Label | Examples |
68
+ |:---------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
69
+ | UNDETERMINED | <ul><li>'Professor Emeritus of Cognitive Sciences at the University of California Irvine Research Visual perception evolutionary psychology consciousness AI Irvine CA'</li><li>'Emeritus Professor of War Studies Kings College London just published Command The Politics of Military Operations from Korea to Ukraine UK Penguin US OUP '</li><li>'XML apologist Erlang enthusiast Currently JVMs Performance stuff at Netflix Previously JVMs performative stuff at Twitter Hehim San Francisco California'</li></ul> |
70
+ | NFT_ARTIST | <ul><li>'Artist Web3 Marketing Advisor Educator Making history everyday Trapped in the blockchain'</li><li>'OwnYourAssets TokenGatedFile Access For CrossPlatformInteroperableGaming C5isComing CYBΞRVΞRSΞ'</li><li>'Pronounced Akossya artist Zurich'</li></ul> |
71
+ | ONCHAIN_ANALYST | <ul><li>'I write about onchain stuff fixer AleoHQ prev rabbithole_gg and plenty of DAOs youve heard of '</li><li>'cofounder 3pochLabs onchain'</li><li>'onchain data farcer building mosaicdrops media CryptoSapiens_ OntologyNetwork OrangeProtocol banklessDAO s0 _buildspace s4 Mosaicverse'</li></ul> |
72
+ | BUSINESS_DEVELOPER | <ul><li>'Prev opensea TheBlock__ amazon '</li><li>'Building HxroNetwork variable'</li><li>'Building something old CoFounder alongsidefi '</li></ul> |
73
+ | NFT_COLLECTOR | <ul><li>'Building glitchmarfa Collecting brightopps prev brtmoments '</li><li>'My soul is a cat My two children rpcnftclub ChainFeedsxyz Bangkok'</li><li>'prev OpenSea NYC'</li></ul> |
74
+ | DEVELOPER | <ul><li>'Architect DoraHacks DoraFactory The everlasting hacker movement Menlo Park'</li><li>'Engineer at Inria scikitlearn developer supported by Python and Machine Learning Between Vannes Paris France'</li><li>'Working paritytech on substrate Views are my own I working mostly with rustlang nowadays '</li></ul> |
75
+ | TRADER | <ul><li>'Applied game theorist blog occasionally at formerly not a very serious person Scott Alexander '</li><li>'Crypto Trading Bitcoin class of 2013 insilicotrading COO Banana Cabana'</li><li>'token maxi '</li></ul> |
76
+ | COMMUNITY_MANAGER | <ul><li>'chutzpah controlled chaos connoisseur arbitrum chinshilling chinchillin thoughts are my own Rio de Janeiro Brazil'</li><li>'commonsstack CoFounder tecmns Founding Steward KERNEL0x KB5 trustedseed tamaralens '</li><li>'Community Admin at The Arbitrum Foundation Helping to scale Ethereum at Arbitrum Feed KOL Binance WEB3'</li></ul> |
77
+ | SECURITY_AUDITOR | <ul><li>'founder adjacentfi cofounder former auditor osec_io MEV on solana '</li><li>'Security Researcher Googles Threat Analysis Group 0days all day Love all things bytes assembly and glitter sheher '</li><li>'採用マーケ得意仮想通貨エンジニア4社1社ホワイトハッカーとして月110万達成現在歯科衛生士の妻と事業開始 実績年商1億超えのマーケ担当 開始5ヶ月で6名見学開始2年で累計DH11名見学6名採用 ハイライト要チェック ブログに今までの有益投稿をまとめました 岩手長野福岡ドバイ沖縄'</li></ul> |
78
+ | VENTURE_CAPITALIST | <ul><li>'Liquid Crypto Brevan Howard Prev dragonfly_xyz consensys Arena'</li><li>'maverick LA'</li><li>'Founder of SavvyBooks Degen dcv_capital Summoner ElasticDAO metafam Judge code4rena Contributor CantoPublic Nomadic'</li></ul> |
79
+ | INVESTOR | <ul><li>'Crypto Investor at Tephra Digital Ex Head of Research Grayscale DCGco FMR Head of Digital Asset Strategy Fundstrat New York NY'</li><li>'Capital Allocators New York NY'</li><li>'Director of Research Autonomous Technology Robotics ARKinvest Automation robotics energy storage alternative energy and space Disclosure New York NY'</li></ul> |
80
+ | ANGEL_INVESTOR | <ul><li>'larp LawliettesLab angel uvocapital '</li><li>'Initiator inverternetwork I Angel Investor I ex Gitcoin '</li><li>'VP Head of BD AleoHQ Mainnet Launch Soon Strategic Advisor VoxiesNFT Angel Investor rcsdao ExOP ExCoinbase Professionally CuriousOpinions My Own Manhattan NY'</li></ul> |
81
+ | EXECUTIVE | <ul><li>'Chief Strategy Marketing Officer of Liquidity Group Im also the cofounder of Hudson Rock RockHudsonRock a cybercrime intelligence company TelAviv'</li><li>'CEO Polymarket Ethereum since 14 I love music and collect art new york'</li><li>'CEO StartaleHQ Founder AstarNetwork All things for Web3 for billions Japanese Sota_Web3 Earth'</li></ul> |
82
+ | MARKETER | <ul><li>'Director General en Kayum comparador de seguros insurance PPC tech crypto f1 Mexico City Mexico'</li><li>'Insights about Web3 data economy and AI by oceanprotocol Currently in Marcom oceanprotocol ocean Ocean '</li><li>'f加速 ethereum China internet culture history podcast growth marketing realmasknetwork prev newsbreakapp smartnews Zuzalu human Palo Alto USA'</li></ul> |
83
+ | DATA_SCIENTIST | <ul><li>'data uniswap prev theTIEIO go bears New York NY'</li><li>'engineering data science a16zcrypto '</li><li>'LangChainAI previously robusthq kensho MLOps Generative AI sports analytics '</li></ul> |
84
+ | EDUCATOR | <ul><li>' London'</li><li>'MSc Immunology student Past cofounder prof director USF Center Applied Data Ethics math PhD math_rachelmastodonsocial sheher Brisbane Australia'</li><li>'Here to build shared intelligence listen learn share via community tokenengineering KERNEL0x OptimismGov publicgoods education valuesmatter CyberDyn0x tauranga teikaamaui'</li></ul> |
85
+ | INFLUENCER | <ul><li>'the destroyer Titan'</li><li>'Healthy life style healthier bags Cape Town South Africa'</li><li>'Beauty Brains Bitcoin Beauty in an anonymous world'</li></ul> |
86
+ | ADVISOR | <ul><li>'A decentralized onchain governance consultant Health Wealth RunItUp The only Alpha discord youll ever need to joingametheoryweb3 squanchland Profit Land'</li><li>'Design director Startup Advisor Midjourney Sharing learnings and prompts In my free time working on offscreenai Vancouver Canada'</li><li>'I help fix and grow crypto portfolios through premium research and strategies 1000 members Founder cshift_io Podcast benandbergs Join 10k Crypto Investors '</li></ul> |
87
+ | BLOGGER | <ul><li>'NOW Editor Forbes Writer Stripe HarvardBiz Back on Twitter after ignoring it for a decade I will try my best London'</li><li>'larp coindesk '</li><li>' '</li></ul> |
88
+ | RESEARCHER | <ul><li>'Roblox Chief Scientist UWaterloo McGill Prof morgan3dbsky Known for NVIDIA Unity Graphics Codex Markdeep G3D Skylanders E Ink Titan Quest Williams Ontario Canada'</li><li>'Simple human Simple life I am trying to do good around me Empathy creativity inspiration ArigatōMerci For ever apprenti researcher Nulle part ailleurs Nowhere'</li><li>'Research community And we have our own NFT collection Telegram'</li></ul> |
89
+ | METAVERSE_ENTHUSIAST | <ul><li>'fluent speaker of http and color virtual world evangelist game developer painter writer cj5 driver San Diego'</li><li>'Blockchain Gaming Evangelist CritTheory Gaming CoFounder Earth'</li><li>'We are a peeple obsessed recruiting service collective Treating everyone like a DMs checked infrequently Metaverse'</li></ul> |
90
+ | NODE_OPERATOR | <ul><li>'into protocools and shitposting at nodeguardians '</li><li>' CoFounder of onivalidator Filmmaker People Maxi Los Angeles CA'</li><li>'I attest to block 247 Hobby involves the occasional block proposal Have commercial agreements with the MEV trade association Members of Sync Committees Los Angeles'</li></ul> |
91
+ | LAWYER | <ul><li>'Law professor at Cal BerkeleyLaw Berkeley California'</li><li>'IP litigator first sale doctrine respecter schedule a disrespecter wife mom to the tiny boss likes design patents needlework yarn new hampshire'</li><li>'Lawyer FINTConsulting TechPolicy E4EProject upcoming GRC CybersecurityAnalyst ex InstituteGC Tweet law tech policy GRC Cybersecurity Decentralized'</li></ul> |
92
+ | DATA_ANALYST | <ul><li>'Llama pilot at and '</li><li>'blockchain data opensea kqian on Dune my views are my own dyor nfa data only wagmi open sea'</li><li>'Blockchain analyst Cat and dog dad Taylor Swift fan Army veteran Pittsburgh PA'</li></ul> |
93
+ | MINER | <ul><li>'Blockchain bitcoin mining since 2011 analyst 35 years in IT UnixNetwork engineer fpgachip design exCIO Bitfury BitfuryGroup LNSegWit taproot California USA'</li><li>'Founder and CEO of Austin TX'</li><li>'在币圈捡矿泉水瓶子的人 0xb38544ccf295d78b7ae7b2bae5dbebdb1f09910dcrossbell Member of 33daoweb3 Metaverse'</li></ul> |
94
+ | SHITCOINER | <ul><li>'Degen ETH and SOL lover '</li><li>'VMPX mrjacklevin Draculaborg'</li><li>'gripto alt notapornfolder_ '</li></ul> |
95
+ | FINANCIAL_ANALYST | <ul><li>'Enrolled Agent Crypto Enthusiast Tax EXPERT StackingSats Chopping Tax Since 2016 NoSatoshiLeftBehind hodlmore payless crypto taxes Longmont CO'</li><li>'Politico financial services editor zwarmbrodtpoliticocom zacharywarmbrodtprotonmailcom Washington DC'</li><li>'Im just lookin for clues at the scene of the crime Sedona Arizona'</li></ul> |
96
+ | BUSINESS_ANALYST | <ul><li>'Biz Analyst by day web3crypto learner by nightweekend Optimistic about Crypto FanVajpayeeji NaMo M Andreessen E Musk C Dixon Balaji S web3SF Bay Area'</li></ul> |
97
 
98
  ## Evaluation
99
 
100
  ### Metrics
101
  | Label | Accuracy |
102
  |:--------|:---------|
103
+ | **all** | 0.5565 |
104
 
105
  ## Uses
106
 
 
120
  # Download from the 🤗 Hub
121
  model = SetFitModel.from_pretrained("kasparas12/crypto_individual_infer_model_setfit")
122
  # Run inference
123
+ preds = model("producer business and elsewhere on leave views my own la gran manzana")
124
  ```
125
 
126
  <!--
 
152
  ### Training Set Metrics
153
  | Training set | Min | Median | Max |
154
  |:-------------|:----|:--------|:----|
155
+ | Word count | 1 | 13.3415 | 65 |
156
 
157
  | Label | Training Sample Count |
158
  |:---------------------|:----------------------|
159
+ | DEVELOPER | 2111 |
160
+ | DATA_SCIENTIST | 93 |
161
+ | DATA_ANALYST | 25 |
162
+ | NODE_OPERATOR | 71 |
163
+ | MINER | 47 |
164
+ | SECURITY_AUDITOR | 352 |
165
+ | INVESTOR | 484 |
166
+ | ANGEL_INVESTOR | 160 |
167
+ | VENTURE_CAPITALIST | 941 |
168
+ | TRADER | 270 |
169
+ | SHITCOINER | 88 |
170
+ | BUSINESS_DEVELOPER | 917 |
171
+ | BUSINESS_ANALYST | 1 |
172
+ | COMMUNITY_MANAGER | 401 |
173
+ | MARKETER | 190 |
174
+ | FINANCIAL_ANALYST | 72 |
175
+ | ADVISOR | 150 |
176
+ | RESEARCHER | 691 |
177
+ | ONCHAIN_ANALYST | 45 |
178
+ | EXECUTIVE | 741 |
179
+ | INFLUENCER | 834 |
180
+ | LAWYER | 137 |
181
+ | BLOGGER | 198 |
182
+ | NFT_COLLECTOR | 335 |
183
+ | NFT_ARTIST | 598 |
184
+ | EDUCATOR | 281 |
185
+ | METAVERSE_ENTHUSIAST | 132 |
186
+ | UNDETERMINED | 2216 |
187
 
188
  ### Training Hyperparameters
189
  - batch_size: (64, 64)
 
206
  ### Training Results
207
  | Epoch | Step | Training Loss | Validation Loss |
208
  |:------:|:----:|:-------------:|:---------------:|
209
+ | 0.0001 | 1 | 0.2625 | - |
210
+ | 0.0064 | 50 | 0.2677 | - |
211
+ | 0.0127 | 100 | 0.2515 | - |
212
+ | 0.0191 | 150 | 0.2413 | - |
213
+ | 0.0254 | 200 | 0.2374 | - |
214
+ | 0.0318 | 250 | 0.2383 | - |
215
+ | 0.0381 | 300 | 0.222 | - |
216
+ | 0.0445 | 350 | 0.1972 | - |
217
+ | 0.0509 | 400 | 0.2268 | - |
218
+ | 0.0572 | 450 | 0.2333 | - |
219
+ | 0.0636 | 500 | 0.199 | - |
220
+ | 0.0699 | 550 | 0.2035 | - |
221
+ | 0.0763 | 600 | 0.1676 | - |
222
+ | 0.0827 | 650 | 0.1566 | - |
223
+ | 0.0890 | 700 | 0.1909 | - |
224
+ | 0.0954 | 750 | 0.189 | - |
225
+ | 0.1017 | 800 | 0.1872 | - |
226
+ | 0.1081 | 850 | 0.1576 | - |
227
+ | 0.1144 | 900 | 0.1382 | - |
228
+ | 0.1208 | 950 | 0.1603 | - |
229
+ | 0.1272 | 1000 | 0.155 | - |
230
+ | 0.1335 | 1050 | 0.1764 | - |
231
+ | 0.1399 | 1100 | 0.1506 | - |
232
+ | 0.1462 | 1150 | 0.1439 | - |
233
+ | 0.1526 | 1200 | 0.1581 | - |
234
+ | 0.1590 | 1250 | 0.1494 | - |
235
+ | 0.1653 | 1300 | 0.1622 | - |
236
+ | 0.1717 | 1350 | 0.1503 | - |
237
+ | 0.1780 | 1400 | 0.1094 | - |
238
+ | 0.1844 | 1450 | 0.1576 | - |
239
+ | 0.1907 | 1500 | 0.1194 | - |
240
+ | 0.1971 | 1550 | 0.1515 | - |
241
+ | 0.2035 | 1600 | 0.1662 | - |
242
+ | 0.2098 | 1650 | 0.1642 | - |
243
+ | 0.2162 | 1700 | 0.0943 | - |
244
+ | 0.2225 | 1750 | 0.1472 | - |
245
+ | 0.2289 | 1800 | 0.1622 | - |
246
+ | 0.2352 | 1850 | 0.0809 | - |
247
+ | 0.2416 | 1900 | 0.1623 | - |
248
+ | 0.2480 | 1950 | 0.1444 | - |
249
+ | 0.2543 | 2000 | 0.1304 | - |
250
+ | 0.2607 | 2050 | 0.1175 | - |
251
+ | 0.2670 | 2100 | 0.078 | - |
252
+ | 0.2734 | 2150 | 0.1189 | - |
253
+ | 0.2798 | 2200 | 0.141 | - |
254
+ | 0.2861 | 2250 | 0.1233 | - |
255
+ | 0.2925 | 2300 | 0.1446 | - |
256
+ | 0.2988 | 2350 | 0.1076 | - |
257
+ | 0.3052 | 2400 | 0.1016 | - |
258
+ | 0.3115 | 2450 | 0.0818 | - |
259
+ | 0.3179 | 2500 | 0.1384 | - |
260
+ | 0.3243 | 2550 | 0.1065 | - |
261
+ | 0.3306 | 2600 | 0.1029 | - |
262
+ | 0.3370 | 2650 | 0.1227 | - |
263
+ | 0.3433 | 2700 | 0.0982 | - |
264
+ | 0.3497 | 2750 | 0.0959 | - |
265
+ | 0.3561 | 2800 | 0.0851 | - |
266
+ | 0.3624 | 2850 | 0.1028 | - |
267
+ | 0.3688 | 2900 | 0.1136 | - |
268
+ | 0.3751 | 2950 | 0.1111 | - |
269
+ | 0.3815 | 3000 | 0.115 | - |
270
+ | 0.3878 | 3050 | 0.1183 | - |
271
+ | 0.3942 | 3100 | 0.0689 | - |
272
+ | 0.4006 | 3150 | 0.1004 | - |
273
+ | 0.4069 | 3200 | 0.1079 | - |
274
+ | 0.4133 | 3250 | 0.112 | - |
275
+ | 0.4196 | 3300 | 0.0758 | - |
276
+ | 0.4260 | 3350 | 0.09 | - |
277
+ | 0.4323 | 3400 | 0.1267 | - |
278
+ | 0.4387 | 3450 | 0.1024 | - |
279
+ | 0.4451 | 3500 | 0.1352 | - |
280
+ | 0.4514 | 3550 | 0.0681 | - |
281
+ | 0.4578 | 3600 | 0.0483 | - |
282
+ | 0.4641 | 3650 | 0.0937 | - |
283
+ | 0.4705 | 3700 | 0.0744 | - |
284
+ | 0.4769 | 3750 | 0.0926 | - |
285
+ | 0.4832 | 3800 | 0.0764 | - |
286
+ | 0.4896 | 3850 | 0.0814 | - |
287
+ | 0.4959 | 3900 | 0.108 | - |
288
+ | 0.5023 | 3950 | 0.0936 | - |
289
+ | 0.5086 | 4000 | 0.0687 | - |
290
+ | 0.5150 | 4050 | 0.0607 | - |
291
+ | 0.5214 | 4100 | 0.0829 | - |
292
+ | 0.5277 | 4150 | 0.0772 | - |
293
+ | 0.5341 | 4200 | 0.0309 | - |
294
+ | 0.5404 | 4250 | 0.0797 | - |
295
+ | 0.5468 | 4300 | 0.063 | - |
296
+ | 0.5532 | 4350 | 0.071 | - |
297
+ | 0.5595 | 4400 | 0.0667 | - |
298
+ | 0.5659 | 4450 | 0.121 | - |
299
+ | 0.5722 | 4500 | 0.0565 | - |
300
+ | 0.5786 | 4550 | 0.0915 | - |
301
+ | 0.5849 | 4600 | 0.0613 | - |
302
+ | 0.5913 | 4650 | 0.0479 | - |
303
+ | 0.5977 | 4700 | 0.0622 | - |
304
+ | 0.6040 | 4750 | 0.0687 | - |
305
+ | 0.6104 | 4800 | 0.0635 | - |
306
+ | 0.6167 | 4850 | 0.1233 | - |
307
+ | 0.6231 | 4900 | 0.0351 | - |
308
+ | 0.6295 | 4950 | 0.0717 | - |
309
+ | 0.6358 | 5000 | 0.0906 | - |
310
+ | 0.6422 | 5050 | 0.0712 | - |
311
+ | 0.6485 | 5100 | 0.1133 | - |
312
+ | 0.6549 | 5150 | 0.0757 | - |
313
+ | 0.6612 | 5200 | 0.0809 | - |
314
+ | 0.6676 | 5250 | 0.112 | - |
315
+ | 0.6740 | 5300 | 0.0893 | - |
316
+ | 0.6803 | 5350 | 0.0591 | - |
317
+ | 0.6867 | 5400 | 0.0872 | - |
318
+ | 0.6930 | 5450 | 0.0937 | - |
319
+ | 0.6994 | 5500 | 0.038 | - |
320
+ | 0.7057 | 5550 | 0.0793 | - |
321
+ | 0.7121 | 5600 | 0.0569 | - |
322
+ | 0.7185 | 5650 | 0.0861 | - |
323
+ | 0.7248 | 5700 | 0.1022 | - |
324
+ | 0.7312 | 5750 | 0.0759 | - |
325
+ | 0.7375 | 5800 | 0.0451 | - |
326
+ | 0.7439 | 5850 | 0.08 | - |
327
+ | 0.7503 | 5900 | 0.058 | - |
328
+ | 0.7566 | 5950 | 0.0423 | - |
329
+ | 0.7630 | 6000 | 0.043 | - |
330
+ | 0.7693 | 6050 | 0.109 | - |
331
+ | 0.7757 | 6100 | 0.072 | - |
332
+ | 0.7820 | 6150 | 0.0342 | - |
333
+ | 0.7884 | 6200 | 0.0833 | - |
334
+ | 0.7948 | 6250 | 0.0643 | - |
335
+ | 0.8011 | 6300 | 0.1069 | - |
336
+ | 0.8075 | 6350 | 0.0713 | - |
337
+ | 0.8138 | 6400 | 0.0807 | - |
338
+ | 0.8202 | 6450 | 0.0518 | - |
339
+ | 0.8266 | 6500 | 0.0796 | - |
340
+ | 0.8329 | 6550 | 0.0954 | - |
341
+ | 0.8393 | 6600 | 0.0709 | - |
342
+ | 0.8456 | 6650 | 0.0541 | - |
343
+ | 0.8520 | 6700 | 0.0503 | - |
344
+ | 0.8583 | 6750 | 0.0737 | - |
345
+ | 0.8647 | 6800 | 0.0931 | - |
346
+ | 0.8711 | 6850 | 0.0636 | - |
347
+ | 0.8774 | 6900 | 0.0579 | - |
348
+ | 0.8838 | 6950 | 0.1168 | - |
349
+ | 0.8901 | 7000 | 0.0751 | - |
350
+ | 0.8965 | 7050 | 0.0945 | - |
351
+ | 0.9028 | 7100 | 0.0396 | - |
352
+ | 0.9092 | 7150 | 0.0623 | - |
353
+ | 0.9156 | 7200 | 0.0641 | - |
354
+ | 0.9219 | 7250 | 0.0697 | - |
355
+ | 0.9283 | 7300 | 0.0675 | - |
356
+ | 0.9346 | 7350 | 0.0544 | - |
357
+ | 0.9410 | 7400 | 0.0803 | - |
358
+ | 0.9474 | 7450 | 0.0549 | - |
359
+ | 0.9537 | 7500 | 0.0612 | - |
360
+ | 0.9601 | 7550 | 0.0721 | - |
361
+ | 0.9664 | 7600 | 0.0692 | - |
362
+ | 0.9728 | 7650 | 0.07 | - |
363
+ | 0.9791 | 7700 | 0.0476 | - |
364
+ | 0.9855 | 7750 | 0.0673 | - |
365
+ | 0.9919 | 7800 | 0.0606 | - |
366
+ | 0.9982 | 7850 | 0.1001 | - |
367
 
368
  ### Framework Versions
369
  - Python: 3.9.16
config_setfit.json CHANGED
@@ -1,5 +1,4 @@
1
  {
2
- "normalize_embeddings": false,
3
  "labels": [
4
  "DEVELOPER",
5
  "DATA_SCIENTIST",
@@ -29,5 +28,6 @@
29
  "EDUCATOR",
30
  "METAVERSE_ENTHUSIAST",
31
  "UNDETERMINED"
32
- ]
 
33
  }
 
1
  {
 
2
  "labels": [
3
  "DEVELOPER",
4
  "DATA_SCIENTIST",
 
28
  "EDUCATOR",
29
  "METAVERSE_ENTHUSIAST",
30
  "UNDETERMINED"
31
+ ],
32
+ "normalize_embeddings": false
33
  }
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