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Collections including paper arxiv:2411.12580

🔍 Daily Picks in Interpretability & Analysis of LMs

Outstanding research in interpretability and evaluation of language models, summarized

Towards scientific discovery with dictionary learning: Extracting biological concepts from microscopy foundation models

Paper • 2412.16247 • Published 24 days ago • 1
Inferring Functionality of Attention Heads from their Parameters

Paper • 2412.11965 • Published 27 days ago • 2
LatentQA: Teaching LLMs to Decode Activations Into Natural Language

Paper • 2412.08686 • Published Dec 11, 2024 • 1
Training Large Language Models to Reason in a Continuous Latent Space

Paper • 2412.06769 • Published Dec 9, 2024 • 71

Papers - Reasoning - Visualization - Pearson’s R

Procedural Knowledge in Pretraining Drives Reasoning in Large Language Models

Paper • 2411.12580 • Published Nov 19, 2024 • 2

Papers - Training - Scaling - Influence Functions

Studying Large Language Model Generalization with Influence Functions

Paper • 2308.03296 • Published Aug 7, 2023 • 12
Procedural Knowledge in Pretraining Drives Reasoning in Large Language Models

Paper • 2411.12580 • Published Nov 19, 2024 • 2

Papers - Training - Influence Functions - EK-FAC

Studying Large Language Model Generalization with Influence Functions

Paper • 2308.03296 • Published Aug 7, 2023 • 12
Procedural Knowledge in Pretraining Drives Reasoning in Large Language Models

Paper • 2411.12580 • Published Nov 19, 2024 • 2

Papers - Training

SELF: Language-Driven Self-Evolution for Large Language Model

Paper • 2310.00533 • Published Oct 1, 2023 • 2
GrowLength: Accelerating LLMs Pretraining by Progressively Growing Training Length

Paper • 2310.00576 • Published Oct 1, 2023 • 2
A Pretrainer's Guide to Training Data: Measuring the Effects of Data Age, Domain Coverage, Quality, & Toxicity

Paper • 2305.13169 • Published May 22, 2023 • 3
Transformers Can Achieve Length Generalization But Not Robustly

Paper • 2402.09371 • Published Feb 14, 2024 • 13

Papers - Pre-training

Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning

Paper • 2310.20587 • Published Oct 31, 2023 • 16
Chain-of-Thought Reasoning Without Prompting

Paper • 2402.10200 • Published Feb 15, 2024 • 104
LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement

Paper • 2403.15042 • Published Mar 22, 2024 • 25
LIMA: Less Is More for Alignment

Paper • 2305.11206 • Published May 18, 2023 • 21

Papers - Reasoning

Same Task, More Tokens: the Impact of Input Length on the Reasoning Performance of Large Language Models

Paper • 2402.14848 • Published Feb 19, 2024 • 18
Teaching Large Language Models to Reason with Reinforcement Learning

Paper • 2403.04642 • Published Mar 7, 2024 • 46
How Far Are We from Intelligent Visual Deductive Reasoning?

Paper • 2403.04732 • Published Mar 7, 2024 • 19
Learning to Reason and Memorize with Self-Notes

Paper • 2305.00833 • Published May 1, 2023 • 5

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