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anjineyulu

anjutv
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liked a Space 4 days ago
upvoted a collection 8 months ago
liked a model about 1 year ago
reacted to gsarti's post with ๐Ÿค— about 1 year ago
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๐Ÿ’ฅ Today's pick in Interpretability & Analysis of LMs: ๐Ÿฉบ Patchscopes: A Unifying Framework for Inspecting Hidden Representations of Language Models by @asmadotgh , @codevan , @1wheel , @iislucas & @mega

Patchscopes is a generalized framework for verbalizing information contained in LM representations. This is achieved via a mid-forward patching operation inserting the information into an ad-hoc prompt aimed at eliciting model knowledge. Patchscope instances for vocabulary projection, feature extraction and entity resolution in model representation are show to outperform popular interpretability approaches, often resulting in more robust and expressive information.

๐ŸŒ Website: https://pair-code.github.io/interpretability/patchscopes/
๐Ÿ“„ Paper: Patchscope: A Unifying Framework for Inspecting Hidden Representations of Language Models (2401.06102)
reacted to harpreetsahota's post with โค๏ธ about 1 year ago
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โœŒ๐ŸผTwo new models dropped today ๐Ÿ‘‡๐Ÿฝ

1) ๐Ÿ‘ฉ๐Ÿพโ€๐Ÿ’ป ๐ƒ๐ž๐œ๐ข๐‚๐จ๐๐ž๐ซ-๐Ÿ”๐

๐Ÿ‘‰๐Ÿฝ Supports ๐Ÿ– ๐ฅ๐š๐ง๐ ๐ฎ๐š๐ ๐ž๐ฌ: C, C# C++, GO, Rust, Python, Java, and Javascript.

๐Ÿ‘‰๐Ÿฝ Released under the ๐€๐ฉ๐š๐œ๐ก๐ž ๐Ÿ.๐ŸŽ ๐ฅ๐ข๐œ๐ž๐ง๐ฌ๐ž

๐ŸฅŠ ๐๐ฎ๐ง๐œ๐ก๐ž๐ฌ ๐š๐›๐จ๐ฏ๐ž ๐ข๐ญ๐ฌ ๐ฐ๐ž๐ข๐ ๐ก๐ญ ๐œ๐ฅ๐š๐ฌ๐ฌ ๐จ๐ง ๐‡๐ฎ๐ฆ๐š๐ง๐„๐ฏ๐š๐ฅ: Beats out CodeGen 2.5 7B and StarCoder 7B on most supported languages. Has a 3-point lead over StarCoderBase 15.5B for Python

๐Ÿ’ป ๐‘ป๐’“๐’š ๐’Š๐’• ๐’๐’–๐’•:

๐Ÿƒ ๐Œ๐จ๐๐ž๐ฅ ๐‚๐š๐ซ๐: Deci/DeciCoder-6B

๐Ÿ““ ๐๐จ๐ญ๐ž๐›๐จ๐จ๐ค: https://colab.research.google.com/drive/1QRbuser0rfUiFmQbesQJLXVtBYZOlKpB

๐Ÿชง ๐‡๐ฎ๐ ๐ ๐ข๐ง๐ ๐…๐š๐œ๐ž ๐’๐ฉ๐š๐œ๐ž: Deci/DeciCoder-6B-Demo

2) ๐ŸŽจ ๐ƒ๐ž๐œ๐ข๐ƒ๐ข๐Ÿ๐Ÿ๐ฎ๐ฌ๐ข๐จ๐ง ๐ฏ๐Ÿ.๐ŸŽ

๐Ÿ‘‰๐Ÿฝ Produces quality images on par with Stable Diffusion v1.5, but ๐Ÿ.๐Ÿ” ๐ญ๐ข๐ฆ๐ž๐ฌ ๐Ÿ๐š๐ฌ๐ญ๐ž๐ซ ๐ข๐ง ๐Ÿ’๐ŸŽ% ๐Ÿ๐ž๐ฐ๐ž๐ซ ๐ข๐ญ๐ž๐ซ๐š๐ญ๐ข๐จ๐ง๐ฌ

๐Ÿ‘‰๐Ÿฝ Employs a ๐ฌ๐ฆ๐š๐ฅ๐ฅ๐ž๐ซ ๐š๐ง๐ ๐Ÿ๐š๐ฌ๐ญ๐ž๐ซ ๐”-๐๐ž๐ญ ๐œ๐จ๐ฆ๐ฉ๐จ๐ง๐ž๐ง๐ญ ๐ฐ๐ก๐ข๐œ๐ก ๐ก๐š๐ฌ ๐Ÿ–๐Ÿ”๐ŸŽ ๐ฆ๐ข๐ฅ๐ฅ๐ข๐จ๐ง ๐ฉ๐š๐ซ๐š๐ฆ๐ž๐ญ๐ž๐ซ๐ฌ.

๐Ÿ‘‰๐Ÿฝ Uses an optimized scheduler, ๐’๐ช๐ฎ๐ž๐ž๐ณ๐ž๐๐ƒ๐๐Œ++, which ๐œ๐ฎ๐ญ๐ฌ ๐๐จ๐ฐ๐ง ๐ญ๐ก๐ž ๐ง๐ฎ๐ฆ๐›๐ž๐ซ ๐จ๐Ÿ ๐ฌ๐ญ๐ž๐ฉ๐ฌ ๐ง๐ž๐ž๐๐ž๐ ๐ญ๐จ ๐ ๐ž๐ง๐ž๐ซ๐š๐ญ๐ž ๐š ๐ช๐ฎ๐š๐ฅ๐ข๐ญ๐ฒ ๐ข๐ฆ๐š๐ ๐ž ๐Ÿ๐ซ๐จ๐ฆ ๐Ÿ๐Ÿ” ๐ญ๐จ ๐Ÿ๐ŸŽ.

๐Ÿ‘‰๐Ÿฝ Released under the ๐‚๐ซ๐ž๐š๐ญ๐ข๐ฏ๐ž๐Œ๐‹ ๐Ž๐ฉ๐ž๐ง ๐‘๐€๐ˆ๐‹++-๐Œ ๐‹๐ข๐œ๐ž๐ง๐ฌ๐ž.

๐Ÿ’ป ๐‘ป๐’“๐’š ๐’Š๐’• ๐’๐’–๐’•:

๐Ÿƒ ๐Œ๐จ๐๐ž๐ฅ ๐‚๐š๐ซ๐: Deci/DeciDiffusion-v2-0

๐Ÿ““ ๐๐จ๐ญ๐ž๐›๐จ๐จ๐ค: https://colab.research.google.com/drive/11Ui_KRtK2DkLHLrW0aa11MiDciW4dTuB

๐Ÿชง ๐‡๐ฎ๐ ๐ ๐ข๐ง๐ ๐…๐š๐œ๐ž ๐’๐ฉ๐š๐œ๐ž: Deci/DeciDiffusion-v2-0

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updated a Space about 1 year ago