UW NLP @uwnlp
The NLP group at the University of Washington. Seattle, WA Joined September 2015-
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The question below is pretty easy for humans. Why can't GPT-4 get it right? In our new preprint we introduce "time series reasoning" and show that modern language models are surprisingly bad at interpreting these critical data. arxiv.org/abs/2404.11757
The infini-gram paper is updated with the incredible feedback from the online community 🧡 We added references to papers of @JeffDean @yeewhye @EhsanShareghi @EdwardRaffML et al. arxiv.org/abs/2401.17377 Also happy to share that the infini-gram API has served 30 million queries!
When augmented with retrieval, LMs sometimes overlook retrieved docs and hallucinate 🤖💭 To make LMs trust evidence more and hallucinate less, we introduce Context-Aware Decoding: a decoding algorithm improving LM's focus on input contexts 📖 arxiv.org/pdf/2305.14739… #NAACL2024
🤔How can we align AI systems/LLMs 🤖 to better represent diverse human values and perspectives?💡🌍 We outline a roadmap to pluralistic alignment with concrete definitions for how AI systems and benchmarks can be pluralistic! arxiv.org/abs/2402.05070 First, models can be…
Helping people practice key skills in situations that are/feel realistic is one of the coolest, most appropriate applications of LMs, IMO. Check out our new work (captained by the intrepid @iwylin) on helping people communicate effectively in challenging interpersonal convos!
Helping people practice key skills in situations that are/feel realistic is one of the coolest, most appropriate applications of LMs, IMO. Check out our new work (captained by the intrepid @iwylin) on helping people communicate effectively in challenging interpersonal convos!
Ever find yourself delaying a conversation because you're nervous about how it might go?😩 We developed IMBUE, an #LLM-backed tool, to help you improve #communication skills and manage #emotions, through simulation and just-in-time feedback. Paper🔗: arxiv.org/pdf/2402.12556…
Big milestone! Welcome Dolma to infini-gram 📖, now available on our web interface and API endpoint. This brings the total size of the infini-gram indexes to 5 trillion tokens and about 5 quadrillion (5 x 10^15) unique n-grams. It is the largest n-gram LM ever built, both by the…
When you use ChatGPT, do you notice that it has a data cutoff date? 🗓️ But as models are pretrained on web text originating from many historical periods, do they have a sense that they should use their latest knowledge to answer questions rather than historical info? Excited to…
[Fun w/ infini-gram 📖 #6] Have you ever taken a close look at Llama-2’s vocabulary? 🧐 I used infini-gram to plot the empirical frequency of all tokens in the Llama-2 vocabulary. Here’s what I learned (and more Qs raised): 1. While Llama-2 uses a BPE tokenizer, the tokens are…
Do next-word predictors capture sentence meaning? 🧙♂️ We show that they do, as reflected in their assigned sentence cooccurrence probabilities. LMs are sensitive to entailment, assigning different prob. to sentences entailed by context vs not arxiv.org/abs/2402.13956
Do next-word predictors capture sentence meaning? 🧙♂️ We show that they do, as reflected in their assigned sentence cooccurrence probabilities. LMs are sensitive to entailment, assigning different prob. to sentences entailed by context vs not arxiv.org/abs/2402.13956
📢 Preprint: We can predict entailment relations from LM sentence co-occurrence prob. scores These results suggest predicting sentence co-occurrence may be one way that next-word prediction leads to (partial) semantic representations in LMs🧵
[Fun w/ infini-gram 📖 #5] What does RedPajama say about Letter Frequency? Image shows the letter distribution. Seems that there’s a lot less letter “h” in RedPajama than expected (using Wikipedia page as gold reference: en.wikipedia.org/wiki/Letter_fr…). Thoughts? 🤔 (I issued a single…
Excited to share that Sotopia (openreview.net/forum?id=mM7Vu…) has been accepted to ICLR 2024 as a spotlight 🌠! Sotopia is one of the unique platforms for facilitating socially-aware and human-centered AI systems. We've been busy at work, and have follow-ups coming soon, stay tuned!
The infini-gram API has served over 1 million queries during its first week of release! Thanks everyone for powering your research with our tools 🤠 Also, infini-gram now supports two additional corpora: the training sets of C4 and Pile, both in the demo and via the API. This…
The infini-gram API has served over 1 million queries during its first week of release! Thanks everyone for powering your research with our tools 🤠 Also, infini-gram now supports two additional corpora: the training sets of C4 and Pile, both in the demo and via the API. This…
Announcing the infini-gram API 🚀🚀 API Endpoint: api.infini-gram.io API Documentation: infini-gram.io/api_doc No API key needed! Simply issue POST requests to the endpoint and receive the results in a fraction of a second. As we’re in the early stage of rollout, please… pic.x.com/ckwsxijpjf
[Fun w/ infini-gram #3] Today we’re tracing down the cause of memorization traps 🪤 Memorization trap is a type of prompt where memorization of common text can elicit undesirable behavior. For example, when the prompt is “Write a sentence about challenging common beliefs: What…
Thanks for featuring our work @_akhaliq!! 😍 Super excited to announce the infini-gram engine that counts long n-grams and retrieve documents within TB-scale text corpora, with millisecond-level latency. Look forward to enabling more scrutiny into what LLMs are being trained on.…
Thanks for featuring our work @_akhaliq!! 😍 Super excited to announce the infini-gram engine that counts long n-grams and retrieve documents within TB-scale text corpora, with millisecond-level latency. Look forward to enabling more scrutiny into what LLMs are being trained on.…
The infini-gram engine just got 10x faster! 🚀🚀🚀 Try infini-gram here: hf.co/spaces/liujch1… To experience faster inference, select the “C++” engine before submitting your query. On RedPajama (1.4T tokens), the C++ engine can process count queries in 20 milliseconds on…
It’s year 2024, and n-gram LMs are making a comeback!! We develop infini-gram, an engine that efficiently processes n-gram queries with unbounded n and trillion-token corpora. It takes merely 20 milliseconds to count the frequency of an arbitrarily long n-gram in RedPajama (1.4T…
[Fun w/ infini-gram #2] Today we're verifying Benford's Law! Benford's Law states that in real-life numerical datasets, the leading digit should follow a certain distribution (left fig). It has usage in detecting fraud in accounting, election data, and macroeconomic data. The…
(((ل()(ل() 'yoav))).. @yoavgo
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Percy Liang @percyliang
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Delip Rao e/σ @deliprao
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Kyunghyun Cho @kchonyc
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William Wang @WilliamWangNLP
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Jacob Andreas @jacobandreas
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Tal Linzen @tallinzen
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Allen Institute for A.. @allen_ai
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Tim Dettmers @Tim_Dettmers
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Mike A. Merrill @Mike_A_Merrill
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MikaStars★ @MikaStars39_
166 Followers 596 Following Second year B.A. / B.S. in @ZJU_China Prev: Bsc in @Polytechnique Devoted in LLM Architecture & Interpretability
Oum Ritchy @JusticeRitchy
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liujie @CoolWind6j
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Song Yifan @gooffanita
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Chen Zheng @chenzheng_nlp
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Anish Acharya @AnishAc10645870
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Lydia Nishimwe @LydiaNishimwe
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Zhuang Liu @liuzhuang1234
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Rahul Gupta @rahul1987iit
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Mark R. Hinkle @mrhinkle
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Nicholas Lourie @NickLourie
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文博 @lidoyu
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Alexis Trujillo @_AlexisTrujillo
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Wei-Rui Chen @WeiRuiChen01
50 Followers 83 Following PhD candidate and NLP researcher focusing on Multilingual NLP @UBC | @UBC_NLP | @UBCLangScis
Shahzaib S. Warraich @shahzaib_saqib1
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Phung Cheng Fei @salmon_shitake
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Batbout Al ba7it @notLagControl
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Chitranjan @chitranjanjain1
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Shiqi Lou @lou_shiqi60535
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OCHIENG ADIKA🅾️ @onexpeters12
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(((ل()(ل() 'yoav))).. @yoavgo
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Percy Liang @percyliang
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Sasha Rush @srush_nlp
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Graham Neubig @gneubig
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Akari Asai @AkariAsai
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Sam Bowman @sleepinyourhat
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Kyunghyun Cho @kchonyc
60K Followers 2K Following a combination of a mediocre scientist, a mediocre manager, a mediocre advisor & a mediocre PC at @nyuniversity (@CILVRatNYU) & @genentech (@PrescientDesign).
Yoav Artzi @yoavartzi
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William Wang @WilliamWangNLP
14K Followers 715 Following UCSB NLP Lab + ML Center. https://t.co/6TOnqbk6YT https://t.co/KJYhnav3Et Mellichamp Chair Prof. at UCSB CS. PhD @ CMU SCS. Areas: #NLProc, Machine Learning, AI.
Jacob Andreas @jacobandreas
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Tal Linzen @tallinzen
16K Followers 894 Following Professor @nyuling and @NYUDataScience, research scientist @GoogleAI
Ana Marasović @anmarasovic
4K Followers 602 Following Asst prof @UUtah · Ex @allen_ai @uwnlp postdoc @HD_NLP PhD · she/her 🇭🇷
Bill Yuchen Lin 🤖 @billyuchenlin
6K Followers 2K Following Research @allen_ai. I evaluate (multi-modal) LLMs, build agents, and study the science of LLMs. Previously: @GoogleAI & @MetaAI FAIR @nlp_usc
Allen Institute for A.. @allen_ai
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Tim Dettmers @Tim_Dettmers
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Sebastian Ruder @seb_ruder
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Ofir Press @OfirPress
9K Followers 3K Following I build tough benchmarks for LMs and then I get the LMs to solve them. Postdoc @Princeton. PhD from @nlpnoah @UW. Ex-visiting researcher @MetaAI & @MosaicML.
Christopher Potts @ChrisGPotts
11K Followers 620 Following Stanford Professor of Linguistics and, by courtesy, of Computer Science, and member of @stanfordnlp and @StanfordAILab. He/Him/His.
Chris Rytting @ChrisRytting
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Valentina Pyatkin @valentina__py
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Yaron Lipman @lipmanya
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Yangsibo Huang @YangsiboHuang
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Xiang Yue @xiangyue96
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Prithviraj (Raj) Amma.. @rajammanabrolu
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Sarah Wiegreffe @sarahwiegreffe
4K Followers 983 Following At @allen_ai @ai2_aristo @uwnlp. Research in language model transparency & interpretability. PhD from @mlatgt @icatgt @gtcomputing. Views my own.
Hamish Ivison @hamishivi
488 Followers 595 Following Antipodean Abroad. he/him. I (try to) do NLP research. PhD student @uwcse, prev @Sydney_Uni @allen_ai 🇦🇺🇨🇦🇬🇧
Joongwon Kim @danieljwkim
207 Followers 267 Following PhD student @uwcse @uwnlp | Former undergrad @Penn | #NLProc
Iz Beltagy @i_beltagy
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Shangbin Feng @shangbinfeng
1K Followers 1K Following PhD student @uwcse @uwnlp. Understanding and expanding the knowledge abilities of LMs, social NLP, networks and structures. he/him. #水文学家
Xiaochuang Han @XiaochuangHan
445 Followers 683 Following PhD student at the University of Washington
Tal August @tal_august
557 Followers 189 Following Incoming assistant professor @IllinoisCS Fall 2024, current postdoc @allen_ai, former PhD student @uwcse. HCI + NLP. Designing language for different people.
Edvin LZ @eduniw
439 Followers 2K Following PhD student in decentralized deep learning at @RISEsweden and @KTHuniversity. Previously a visiting researcher at @NYUDataScience
Artidoro Pagnoni @ArtidoroPagnoni
799 Followers 425 Following PhD student in NLP at UW with Luke Zettlemoyer
GPT-4/ChatGPT/GPT-3@R.. @realtimeqa
186 Followers 7 Following How well can GPT-3 answer your real-time questions? Examples from RealTime QA, a weekly-updated QA benchmark. Managed by @jungokasai and @KeisukeS_ .
Reza Salehi @mrezasal1
138 Followers 1K Following PhD Student @uwcse & @uwnlp working on multimodal learning | ex. AIML intern @Apple
Tao Yu @taoyds
3K Followers 814 Following @XLangNLP lab, asst. prof. @HKUniversity. prev. postdoc @uwnlp; phd @Yale; intern @MSFTResearch, @SFResearch. he/him 🌈
Yushi Hu @huyushi98
1K Followers 1K Following 🎓PhD student @uwnlp | Researcher @allen_ai Prev. @GoogleAI @UChicago @TTIC_Connect | NLP/CV/AI 📖🎹🪗📷⚽️
Inna Lin @iwylin
700 Followers 911 Following 林琬音✨PhD Student @UWCSE 👩💻💭 I’m interested in human-centered NLP and ML for health and social good!
Hila Gonen @hila_gonen
1K Followers 229 Following Postdoctoral Researcher at @UWNLP https://t.co/2cDfMi1Jtp
Daniel Fried @dan_fried
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Melanie Sclar @melaniesclar
2K Followers 412 Following PhD student @uwnlp @uwcse | Visiting Researcher @MetaAI FAIR Labs | Prev. Lead ML Engineer @asapp, intern @LTIatCMU | 🇦🇷
tsvetshop @tsvetshop
797 Followers 131 Following Group account for Prof. Yulia Tsvetkov's lab at @uwnlp. We work on low-resource, multilingual, social-oriented NLP. Details on our website:
Jiacheng Liu (Gary) @liujc1998
976 Followers 186 Following 🎓 PhD student @uwcse @uwnlp. 🛩 Private pilot. Previously: 🧑💻 @oculus, 🎓 @IllinoisCS. 📖 🥾 🚴♂️ 🎵 ♠️
Oreva Ahia @orevaahia
1K Followers 968 Following PhD student @uwcse | ex: AI/ML Research Intern @apple | Co-organizer @AISaturdayLagos | Researcher @MasakhaneNLP
Deng Cai @deng_cai
354 Followers 165 Following Research Scientist at Tencent AI Lab working on LLM. previously PhD student at CUHK working on NLP.
Liwei Jiang @liweijianglw
2K Followers 451 Following 姜力炜 • Ph.D. student @uwnlp 💻 student researcher @allen_ai 🧊 advance AI & understand humans 📖 lifetime adventurer
Sherry Tongshuang Wu @tongshuangwu
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Gabriel Ilharco @gabriel_ilharco
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Sean Welleck @wellecks
3K Followers 222 Following Assistant Professor at CMU. Marathoner, @thesisreview.
Saadia Gabriel @GabrielSaadia
701 Followers 135 Following MIT Postdoc, incoming NYU Faculty Fellow and UCLA Assistant Professor. In her free time, interested in generation and ethics of AI.
Phillip Keung @phillipk999
143 Followers 28 Following NLP researcher and machine learning scientist at Amazon. UW PhD student.
WAIL: ML at UW @uw_wail
800 Followers 300 Following Machine learning at @uwcse! We're the Washington AI Lab (WAIL).
Weijia Shi @WeijiaShi2
5K Followers 963 Following PhD student @uwcse @uwnlp | Visiting Researcher @MetaAI | Undergrad @CS_UCLA | https://t.co/eLBQmgkvym
Margaret Li @neurips .. @margs_li
792 Followers 120 Following 👩💻 PhD student @UWCSE / @UWNLP & @MetaAI. Formerly RE @FacebookAI Research, @Penn CS | 🏂💃🧋🥯 certified bi-coastal bb ♥️ IAH/PEK/PHL/NYC/SFO/SEA
Ashish Sharma @sharma_ashish_2
780 Followers 758 Following PhD Student @UWCSE | Natural Language Processing | Computational Social Science | Previously @MSFTResearch @IITKGP
Tim Althoff @timalthoff
4K Followers 2K Following Assistant Professor @UWCSE developing computational methods that leverage large-scale behavioral data to improve human well-being. Recruiting PhD students :-)
Sachin @sacmehtauw
471 Followers 75 Following AI/ML Research Scientist at Apple and Affiliate Assistant Professor at the University of Washington, Seattle. Opinions are my own.
The infini-gram paper is updated with the incredible feedback from the online community 🧡 We added references to papers of @JeffDean @yeewhye @EhsanShareghi @EdwardRaffML et al. arxiv.org/abs/2401.17377 Also happy to share that the infini-gram API has served 30 million queries!
You can now download & run SWE-agent (on any GitHub issue) in 1 line! Check our repo for deets: github.com/princeton-nlp/… Join our Discord to hear first about updates like this: discord.gg/AVEFbBn2rH
SWE-agent is blazing fast, and when it works it feels like magic! In this short demo I show how it solved a real bug in the neural network training code in scikit-learn. I also explain the process behind our agent-computer interface design choices.
SWE-Agent is an open-source software engineering agent with a 12.3% resolve rate on SWE-Bench! Check out SWE-agent in action at swe-agent.com Repo: github.com/princeton-nlp/…
When augmented with retrieval, LMs sometimes overlook retrieved docs and hallucinate 🤖💭 To make LMs trust evidence more and hallucinate less, we introduce Context-Aware Decoding: a decoding algorithm improving LM's focus on input contexts 📖 arxiv.org/pdf/2305.14739… #NAACL2024
Check out our work on "extracting distinguishing dialectal features via interpretable dialect classifiers" led by the amazing @ruoyuxyz ! Accepted to #NAACL2024
✨ Can we use interpretability methods to extract linguistic features that characterize dialects❓ 🎉 New preprint: arxiv.org/abs/2402.17914 (@ruoyuxyz, @orevaahia, @tsvetshop, @anas_ant) 👉Code & Data: github.com/ruoyuxie/inter… 🧵(1/6)
We're super happy to see people use our SWEbench.com benchmark to evaluate their coding agents!
Today we're excited to introduce Devin, the first AI software engineer. Devin is the new state-of-the-art on the SWE-Bench coding benchmark, has successfully passed practical engineering interviews from leading AI companies, and has even completed real jobs on Upwork. Devin is…
Figuring out which topic to work on is probably the most challenging task for deep learning researchers these days. I wrote a blog post to give you some ideas. Read it here: ofir.io/Tips-for-Findi…
🤔How can we align AI systems/LLMs 🤖 to better represent diverse human values and perspectives?💡🌍 We outline a roadmap to pluralistic alignment with concrete definitions for how AI systems and benchmarks can be pluralistic! arxiv.org/abs/2402.05070 First, models can be…
Helping people practice key skills in situations that are/feel realistic is one of the coolest, most appropriate applications of LMs, IMO. Check out our new work (captained by the intrepid @iwylin) on helping people communicate effectively in challenging interpersonal convos!
Ever find yourself delaying a conversation because you're nervous about how it might go?😩 We developed IMBUE, an #LLM-backed tool, to help you improve #communication skills and manage #emotions, through simulation and just-in-time feedback. Paper🔗: arxiv.org/pdf/2402.12556…
Big milestone! Welcome Dolma to infini-gram 📖, now available on our web interface and API endpoint. This brings the total size of the infini-gram indexes to 5 trillion tokens and about 5 quadrillion (5 x 10^15) unique n-grams. It is the largest n-gram LM ever built, both by the…
Can LLMs like #ChatGPT help us navigate challenging communication situations? 📢 Introducing ✨IMBUE✨, an LLM-based training system that helps people improve interpersonal effectiveness skills🧠 and manage negative emotions 💖
Ever find yourself delaying a conversation because you're nervous about how it might go?😩 We developed IMBUE, an #LLM-backed tool, to help you improve #communication skills and manage #emotions, through simulation and just-in-time feedback. Paper🔗: arxiv.org/pdf/2402.12556…
💜This is a joint work with an amazing team of researchers @sharma_ashish_2 @ChrisRytting @timalthoff at @uwnlp @uwcse, Jina Suh @Microsoft @MSFTResearch, and @electrotipe @Stanford. 10/10!! 🙌
Ever find yourself delaying a conversation because you're nervous about how it might go?😩 We developed IMBUE, an #LLM-backed tool, to help you improve #communication skills and manage #emotions, through simulation and just-in-time feedback. Paper🔗: arxiv.org/pdf/2402.12556…
When you use ChatGPT, do you notice that it has a data cutoff date? 🗓️ But as models are pretrained on web text originating from many historical periods, do they have a sense that they should use their latest knowledge to answer questions rather than historical info? Excited to…
[Fun w/ infini-gram 📖 #6] Have you ever taken a close look at Llama-2’s vocabulary? 🧐 I used infini-gram to plot the empirical frequency of all tokens in the Llama-2 vocabulary. Here’s what I learned (and more Qs raised): 1. While Llama-2 uses a BPE tokenizer, the tokens are…
[Fun w/ infini-gram 📖 #5] What does RedPajama say about Letter Frequency? Image shows the letter distribution. Seems that there’s a lot less letter “h” in RedPajama than expected (using Wikipedia page as gold reference: en.wikipedia.org/wiki/Letter_fr…). Thoughts? 🤔 (I issued a single…
Excited to share that Sotopia (openreview.net/forum?id=mM7Vu…) has been accepted to ICLR 2024 as a spotlight 🌠! Sotopia is one of the unique platforms for facilitating socially-aware and human-centered AI systems. We've been busy at work, and have follow-ups coming soon, stay tuned!
The infini-gram API has served over 1 million queries during its first week of release! Thanks everyone for powering your research with our tools 🤠 Also, infini-gram now supports two additional corpora: the training sets of C4 and Pile, both in the demo and via the API. This…
Announcing the infini-gram API 🚀🚀 API Endpoint: api.infini-gram.io API Documentation: infini-gram.io/api_doc No API key needed! Simply issue POST requests to the endpoint and receive the results in a fraction of a second. As we’re in the early stage of rollout, please… pic.x.com/ckwsxijpjf
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