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Collections including paper arxiv:2404.03592

Understanding LLM

A Language Model's Guide Through Latent Space

Paper • 2402.14433 • Published Feb 22 • 1
The Hidden Space of Transformer Language Adapters

Paper • 2402.13137 • Published Feb 20
Language-Specific Neurons: The Key to Multilingual Capabilities in Large Language Models

Paper • 2402.16438 • Published Feb 26
AtP*: An efficient and scalable method for localizing LLM behaviour to components

Paper • 2403.00745 • Published Mar 1 • 8

Large Language Model (LLM) and NLP related papers.

LoRA+: Efficient Low Rank Adaptation of Large Models

Paper • 2402.12354 • Published Feb 19 • 5
The FinBen: An Holistic Financial Benchmark for Large Language Models

Paper • 2402.12659 • Published Feb 20 • 13
TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization

Paper • 2402.13249 • Published Feb 20 • 10
TrustLLM: Trustworthiness in Large Language Models

Paper • 2401.05561 • Published Jan 10 • 62

Interpretability

ReFT: Representation Finetuning for Language Models

Paper • 2404.03592 • Published Apr 4 • 74
CausalGym: Benchmarking causal interpretability methods on linguistic tasks

Paper • 2402.12560 • Published Feb 19 • 3
aryaman/causalgym

Viewer • Updated Feb 21 • 78 • 4

Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Paper • 2401.10774 • Published Jan 19 • 50
APAR: LLMs Can Do Auto-Parallel Auto-Regressive Decoding

Paper • 2401.06761 • Published Jan 12 • 1
Infinite-LLM: Efficient LLM Service for Long Context with DistAttention and Distributed KVCache

Paper • 2401.02669 • Published Jan 5 • 11
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24 • 47

🔍 Daily Picks in Interpretability & Analysis of LMs

Outstanding research in interpretability and evaluation of language models, summarized

about 15 hours ago

Talking Heads: Understanding Inter-layer Communication in Transformer Language Models

Paper • 2406.09519 • Published 4 days ago • 1
Calibrating Reasoning in Language Models with Internal Consistency

Paper • 2405.18711 • Published 20 days ago • 6
Emergence of a High-Dimensional Abstraction Phase in Language Transformers

Paper • 2405.15471 • Published 24 days ago • 2
Not All Language Model Features Are Linear

Paper • 2405.14860 • Published 25 days ago • 37

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18 • 135
BitNet: Scaling 1-bit Transformers for Large Language Models

Paper • 2310.11453 • Published Oct 17, 2023 • 94
ReFT: Representation Finetuning for Language Models

Paper • 2404.03592 • Published Apr 4 • 74
LLM in a flash: Efficient Large Language Model Inference with Limited Memory

Paper • 2312.11514 • Published Dec 12, 2023 • 255

Research Papers

OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset

Paper • 2402.10176 • Published Feb 15 • 33
Griffin: Mixing Gated Linear Recurrences with Local Attention for Efficient Language Models

Paper • 2402.19427 • Published Feb 29 • 50
Beyond Language Models: Byte Models are Digital World Simulators

Paper • 2402.19155 • Published Feb 29 • 46
Matryoshka Representation Learning

Paper • 2205.13147 • Published May 26, 2022 • 7

The Generative AI Paradox: "What It Can Create, It May Not Understand"

Paper • 2311.00059 • Published Oct 31, 2023 • 17
Teaching Large Language Models to Reason with Reinforcement Learning

Paper • 2403.04642 • Published Mar 7 • 46
Branch-Train-MiX: Mixing Expert LLMs into a Mixture-of-Experts LLM

Paper • 2403.07816 • Published Mar 12 • 37
PERL: Parameter Efficient Reinforcement Learning from Human Feedback

Paper • 2403.10704 • Published Mar 15 • 56

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