Inseq @InseqLib
Open-Source Interpretability for Generative Language Models 🔎 🐛 github.com/inseq-team/ins… Europe Joined November 2022-
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Model Internals-based RAG Evaluation (MIRAGE) 🌴 is accepted to #EMNLP2024 Main! ➡️ To celebrate, here's our new MIRAGE demo combining @InseqLib and Transformers-specific LRP: huggingface.co/spaces/gsarti/…. Reach out if you want to catch up in Miami! 🤗🏖️
Model Internals-based RAG Evaluation (MIRAGE) 🌴 is accepted to #EMNLP2024 Main! ➡️ To celebrate, here's our new MIRAGE demo combining @InseqLib and Transformers-specific LRP: huggingface.co/spaces/gsarti/…. Reach out if you want to catch up in Miami! 🤗🏖️
Very hyped for the new beautiful viz that just landed in the @InseqLib main branch! 🔥 This will empower users to explore attribution tensors more flexibly and intuitively. h/t to @_ddjohnson for his awesome work on the treescope toolkit powering this release!
Very hyped for the new beautiful viz that just landed in the @InseqLib main branch! 🔥 This will empower users to explore attribution tensors more flexibly and intuitively. h/t to @_ddjohnson for his awesome work on the treescope toolkit powering this release!
Thanks to the new treescope integration, @InseqLib now supports interactive visualizations for multidimensional attributions (show_granular), token highlights (show_tokens) and improved viz for attribute_context CLI! 🚀 Install main, will appear in v0.7 x.com/_ddjohnson/sta…
Thanks to the new treescope integration, @InseqLib now supports interactive visualizations for multidimensional attributions (show_granular), token highlights (show_tokens) and improved viz for attribute_context CLI! 🚀 Install main, will appear in v0.7 x.com/_ddjohnson/sta… https://t.co/lm44u1iJXt
🎓 We're thrilled to host Gabriele Sarti (@gsarti_) in our PhD seminar series tomorrow, July 16th, from 12:00-13:00 in Oe67 BU 101! Join us for his talk on interpreting context usage in generative language models, featuring the Inseq toolkit and PECoRe framework. 🕛Don't miss it!
The 🐑 PECoRe / 🌴 MIRAGE demo on @huggingface Spaces is powered by our new attribute-context CLI command released in v0.6, and allows to export the code to reproduce your results locally with 🐛 Inseq. Check it out ➡️ hf.co/spaces/gsarti/…
The 🐑 PECoRe / 🌴 MIRAGE demo on @huggingface Spaces is powered by our new attribute-context CLI command released in v0.6, and allows to export the code to reproduce your results locally with 🐛 Inseq. Check it out ➡️ hf.co/spaces/gsarti/… https://t.co/GGo4xVeFZM
Today, we had the first seminar of our #XAI course! @gsarti_ presented the @InseqLib to interpret LMs and the PECORE framework to identify & attribute context dependence in LMs! 🚀🌟 Thank you, it was so interesting! 🤗 Great start to our series! gsarti.com/talk/polito-in…
[1/4] Introducing “A Primer on the Inner Workings of Transformer-based Language Models”, a comprehensive survey on interpretability methods and the findings into the functioning of language models they have led to. ArXiv: arxiv.org/pdf/2405.00208
Today @InseqLib hit 300 ⭐️ on Github! A huge thank you to all our awesome users ❤️ Onwards to the next 300! 🤺
@InseqLib v0.6 is out now on PyPI! 🔥 New CLI command for context attribution (@gsarti_), new perturbation-based methods by @hmohebbi75 & @casszzx and optimizations incl. multi-gpu support! ⚡️ Huge shoutout to our contributors! ❤️ Release notes ⬇️ github.com/inseq-team/ins…
🐑 PECoRe repository is now public (github.com/gsarti/pecore) and all model/datasets are available on @huggingface (huggingface.co/collections/gs…)! 🐑Interested in using PECoRe on your models? Have a look at the @InseqLib implementation (`inseq attribute-context`)!
🐑 PECoRe repository is now public (github.com/gsarti/pecore) and all model/datasets are available on @huggingface (huggingface.co/collections/gs…)! 🐑Interested in using PECoRe on your models? Have a look at the @InseqLib implementation (`inseq attribute-context`)!
Excited to present my recent work on @InseqLib and the #ICLR2024 PECoRe interpretability framework for the @SheffieldNLP group this afternoon! Many thanks @casszzx for inviting me! 🤗 🐛 Inseq: github.com/inseq-team/ins… 🐑🐑 PECoRe: openreview.net/forum?id=XTHfN…
After two years with Poetry, Inseq just moved to @astral_sh's new blazing fast package manager uv! Our CI installation step is now ~80% faster! 🔥 Congrats to @charliermarsh and the team on the release, and godspeed for the cargo-like experience you are planning to build!
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