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🔍 Daily Picks in Interpretability & Analysis of LMs

Outstanding research in interpretability and evaluation of language models, summarized

LLM Circuit Analyses Are Consistent Across Training and Scale

Paper • 2407.10827 • Published 7 days ago • 4
Dual Process Learning: Controlling Use of In-Context vs. In-Weights Strategies with Weight Forgetting

Paper • 2406.00053 • Published May 28 • 1
Token Erasure as a Footprint of Implicit Vocabulary Items in LLMs

Paper • 2406.20086 • Published 24 days ago • 3
Multi-property Steering of Large Language Models with Dynamic Activation Composition

Paper • 2406.17563 • Published 27 days ago • 4

LLM Interpretability

Rethinking Interpretability in the Era of Large Language Models

Paper • 2402.01761 • Published Jan 30 • 20
From Understanding to Utilization: A Survey on Explainability for Large Language Models

Paper • 2401.12874 • Published Jan 23 • 4
Towards Consistent Natural-Language Explanations via Explanation-Consistency Finetuning

Paper • 2401.13986 • Published Jan 25

Papers - Observability and Interpretability

JoMA: Demystifying Multilayer Transformers via JOint Dynamics of MLP and Attention

Paper • 2310.00535 • Published Oct 1, 2023 • 2
Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small

Paper • 2211.00593 • Published Nov 1, 2022 • 2
Rethinking Interpretability in the Era of Large Language Models

Paper • 2402.01761 • Published Jan 30 • 20
Does Circuit Analysis Interpretability Scale? Evidence from Multiple Choice Capabilities in Chinchilla

Paper • 2307.09458 • Published Jul 18, 2023 • 10

OpenMoE: An Early Effort on Open Mixture-of-Experts Language Models

Paper • 2402.01739 • Published Jan 29 • 26
Rethinking Interpretability in the Era of Large Language Models

Paper • 2402.01761 • Published Jan 30 • 20
Self-Discover: Large Language Models Self-Compose Reasoning Structures

Paper • 2402.03620 • Published Feb 6 • 107
Aya Model: An Instruction Finetuned Open-Access Multilingual Language Model

Paper • 2402.07827 • Published Feb 12 • 43

Chain-of-Thought Reasoning Without Prompting

Paper • 2402.10200 • Published Feb 15 • 92
How to Train Data-Efficient LLMs

Paper • 2402.09668 • Published Feb 15 • 37
BitDelta: Your Fine-Tune May Only Be Worth One Bit

Paper • 2402.10193 • Published Feb 15 • 17
A Human-Inspired Reading Agent with Gist Memory of Very Long Contexts

Paper • 2402.09727 • Published Feb 15 • 35

interpretability

Rethinking Interpretability in the Era of Large Language Models

Paper • 2402.01761 • Published Jan 30 • 20

LLMs interpretability

Rethinking Interpretability in the Era of Large Language Models

Paper • 2402.01761 • Published Jan 30 • 20

LLM Interpretability

Rethinking Interpretability in the Era of Large Language Models

Paper • 2402.01761 • Published Jan 30 • 20

interpretability

Rethinking Interpretability in the Era of Large Language Models

Paper • 2402.01761 • Published Jan 30 • 20

Interesting papers

BARTScore: Evaluating Generated Text as Text Generation

Paper • 2106.11520 • Published Jun 22, 2021 • 1
Rethinking Interpretability in the Era of Large Language Models

Paper • 2402.01761 • Published Jan 30 • 20

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