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Discover the best community collections!

Collections including paper arxiv:2401.06102

Interpretability

A technical note on bilinear layers for interpretability

Paper • 2305.03452 • Published May 5, 2023 • 1
Interpreting Transformer's Attention Dynamic Memory and Visualizing the Semantic Information Flow of GPT

Paper • 2305.13417 • Published May 22, 2023 • 1
Explainable AI for Pre-Trained Code Models: What Do They Learn? When They Do Not Work?

Paper • 2211.12821 • Published Nov 23, 2022 • 2
The Linear Representation Hypothesis and the Geometry of Large Language Models

Paper • 2311.03658 • Published Nov 7, 2023 • 1

Interesting things.

AtP*: An efficient and scalable method for localizing LLM behaviour to components

Paper • 2403.00745 • Published Mar 1, 2024 • 14
The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits

Paper • 2402.17764 • Published Feb 27, 2024 • 610
MobiLlama: Towards Accurate and Lightweight Fully Transparent GPT

Paper • 2402.16840 • Published Feb 26, 2024 • 26
LongRoPE: Extending LLM Context Window Beyond 2 Million Tokens

Paper • 2402.13753 • Published Feb 21, 2024 • 115

🔍 Interpretability & Analysis of LMs

Outstanding research in LM interpretability and evaluation, summarized

about 20 hours ago

A Close Look at Decomposition-based XAI-Methods for Transformer Language Models

Paper • 2502.15886 • Published 21 days ago • 1
We Can't Understand AI Using our Existing Vocabulary

Paper • 2502.07586 • Published about 1 month ago • 10
Position-aware Automatic Circuit Discovery

Paper • 2502.04577 • Published Feb 7 • 1
Building Bridges, Not Walls -- Advancing Interpretability by Unifying Feature, Data, and Model Component Attribution

Paper • 2501.18887 • Published Jan 31 • 1

Patchscope: A Unifying Framework for Inspecting Hidden Representations of Language Models

Paper • 2401.06102 • Published Jan 11, 2024 • 22
Rethinking Interpretability in the Era of Large Language Models

Paper • 2402.01761 • Published Jan 30, 2024 • 23

Patchscope: A Unifying Framework for Inspecting Hidden Representations of Language Models

Paper • 2401.06102 • Published Jan 11, 2024 • 22

Patchscope: A Unifying Framework for Inspecting Hidden Representations of Language Models

Paper • 2401.06102 • Published Jan 11, 2024 • 22

Patchscope: A Unifying Framework for Inspecting Hidden Representations of Language Models

Paper • 2401.06102 • Published Jan 11, 2024 • 22

Understanding LLMs: A Comprehensive Overview from Training to Inference

Paper • 2401.02038 • Published Jan 4, 2024 • 64
DocLLM: A layout-aware generative language model for multimodal document understanding

Paper • 2401.00908 • Published Dec 31, 2023 • 180
LLaMA Beyond English: An Empirical Study on Language Capability Transfer

Paper • 2401.01055 • Published Jan 2, 2024 • 54
LLM Maybe LongLM: Self-Extend LLM Context Window Without Tuning

Paper • 2401.01325 • Published Jan 2, 2024 • 27

The LLM Surgeon

Paper • 2312.17244 • Published Dec 28, 2023 • 9
TrustLLM: Trustworthiness in Large Language Models

Paper • 2401.05561 • Published Jan 10, 2024 • 69
Patchscope: A Unifying Framework for Inspecting Hidden Representations of Language Models

Paper • 2401.06102 • Published Jan 11, 2024 • 22
Model Surgery: Modulating LLM's Behavior Via Simple Parameter Editing

Paper • 2407.08770 • Published Jul 11, 2024 • 21

Alignment: FineTuning-Preference

S-LoRA: Serving Thousands of Concurrent LoRA Adapters

Paper • 2311.03285 • Published Nov 6, 2023 • 32
Tailoring Self-Rationalizers with Multi-Reward Distillation

Paper • 2311.02805 • Published Nov 6, 2023 • 7
Ultra-Long Sequence Distributed Transformer

Paper • 2311.02382 • Published Nov 4, 2023 • 6
OpenChat: Advancing Open-source Language Models with Mixed-Quality Data

Paper • 2309.11235 • Published Sep 20, 2023 • 15

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