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Collections including paper arxiv:2402.17764

MART: Improving LLM Safety with Multi-round Automatic Red-Teaming

Paper • 2311.07689 • Published Nov 13, 2023 • 7
DiLoCo: Distributed Low-Communication Training of Language Models

Paper • 2311.08105 • Published Nov 14, 2023 • 14
SparQ Attention: Bandwidth-Efficient LLM Inference

Paper • 2312.04985 • Published Dec 8, 2023 • 38
Aligning Large Language Models with Counterfactual DPO

Paper • 2401.09566 • Published Jan 17 • 2

Reward-Augmented Decoding: Efficient Controlled Text Generation With a Unidirectional Reward Model

Paper • 2310.09520 • Published Oct 14, 2023 • 10
When can transformers reason with abstract symbols?

Paper • 2310.09753 • Published Oct 15, 2023 • 2
Improving Large Language Model Fine-tuning for Solving Math Problems

Paper • 2310.10047 • Published Oct 16, 2023 • 5
LLaVA-Interactive: An All-in-One Demo for Image Chat, Segmentation, Generation and Editing

Paper • 2311.00571 • Published Nov 1, 2023 • 40

Large Language Models for Compiler Optimization

Paper • 2309.07062 • Published Sep 11, 2023 • 22
Deja Vu: Contextual Sparsity for Efficient LLMs at Inference Time

Paper • 2310.17157 • Published Oct 26, 2023 • 11
FP8-LM: Training FP8 Large Language Models

Paper • 2310.18313 • Published Oct 27, 2023 • 31
Atom: Low-bit Quantization for Efficient and Accurate LLM Serving

Paper • 2310.19102 • Published Oct 29, 2023 • 9

DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models

Paper • 2309.14509 • Published Sep 25, 2023 • 17
LLM Augmented LLMs: Expanding Capabilities through Composition

Paper • 2401.02412 • Published Jan 4 • 36
DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Paper • 2401.06066 • Published Jan 11 • 42
Tuning Language Models by Proxy

Paper • 2401.08565 • Published Jan 16 • 20

The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits

Paper • 2402.17764 • Published Feb 27 • 590
Mixtral of Experts

Paper • 2401.04088 • Published Jan 8 • 157
Mistral 7B

Paper • 2310.06825 • Published Oct 10, 2023 • 47
Don't Make Your LLM an Evaluation Benchmark Cheater

Paper • 2311.01964 • Published Nov 3, 2023 • 1

interesting stuff

Chain-of-Verification Reduces Hallucination in Large Language Models

Paper • 2309.11495 • Published Sep 20, 2023 • 38
Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 75
CulturaX: A Cleaned, Enormous, and Multilingual Dataset for Large Language Models in 167 Languages

Paper • 2309.09400 • Published Sep 17, 2023 • 82
Language Modeling Is Compression

Paper • 2309.10668 • Published Sep 19, 2023 • 82

Language Modeling Is Compression

Paper • 2309.10668 • Published Sep 19, 2023 • 82
Small-scale proxies for large-scale Transformer training instabilities

Paper • 2309.14322 • Published Sep 25, 2023 • 19
Evaluating Cognitive Maps and Planning in Large Language Models with CogEval

Paper • 2309.15129 • Published Sep 25, 2023 • 6
Vision Transformers Need Registers

Paper • 2309.16588 • Published Sep 28, 2023 • 77

CulturaX: A Cleaned, Enormous, and Multilingual Dataset for Large Language Models in 167 Languages

Paper • 2309.09400 • Published Sep 17, 2023 • 82
Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 37
FreeU: Free Lunch in Diffusion U-Net

Paper • 2309.11497 • Published Sep 20, 2023 • 64
A Paradigm Shift in Machine Translation: Boosting Translation Performance of Large Language Models

Paper • 2309.11674 • Published Sep 20, 2023 • 31

MADLAD-400: A Multilingual And Document-Level Large Audited Dataset

Paper • 2309.04662 • Published Sep 9, 2023 • 22
Neurons in Large Language Models: Dead, N-gram, Positional

Paper • 2309.04827 • Published Sep 9, 2023 • 16
Optimize Weight Rounding via Signed Gradient Descent for the Quantization of LLMs

Paper • 2309.05516 • Published Sep 11, 2023 • 9
DrugChat: Towards Enabling ChatGPT-Like Capabilities on Drug Molecule Graphs

Paper • 2309.03907 • Published May 18, 2023 • 8

Large Language Models as Optimizers

Paper • 2309.03409 • Published Sep 7, 2023 • 75
Natural Language Supervision for General-Purpose Audio Representations

Paper • 2309.05767 • Published Sep 11, 2023 • 9
Connecting Large Language Models with Evolutionary Algorithms Yields Powerful Prompt Optimizers

Paper • 2309.08532 • Published Sep 15, 2023 • 52
AudioSR: Versatile Audio Super-resolution at Scale

Paper • 2309.07314 • Published Sep 13, 2023 • 24

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