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Collections including paper arxiv:2310.17022

Order Matters in the Presence of Dataset Imbalance for Multilingual Learning

Paper • 2312.06134 • Published Dec 11, 2023 • 3
Efficient Monotonic Multihead Attention

Paper • 2312.04515 • Published Dec 7, 2023 • 8
Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 39
Exploring Format Consistency for Instruction Tuning

Paper • 2307.15504 • Published Jul 28, 2023 • 8

Controlled Decoding from Language Models

Paper • 2310.17022 • Published Oct 25, 2023 • 15
Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning

Paper • 2310.20587 • Published Oct 31, 2023 • 18
Inpainting-Guided Policy Optimization for Diffusion Large Language Models

Paper • 2509.10396 • Published Sep 12 • 15
The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published 25 days ago • 31

Zephyr: Direct Distillation of LM Alignment

Paper • 2310.16944 • Published Oct 25, 2023 • 122
Controlled Decoding from Language Models

Paper • 2310.17022 • Published Oct 25, 2023 • 15
Tied-Lora: Enhacing parameter efficiency of LoRA with weight tying

Paper • 2311.09578 • Published Nov 16, 2023 • 16

Continual learning

CLIN: A Continually Learning Language Agent for Rapid Task Adaptation and Generalization

Paper • 2310.10134 • Published Oct 16, 2023 • 1
TiC-CLIP: Continual Training of CLIP Models

Paper • 2310.16226 • Published Oct 24, 2023 • 9
In-Context Pretraining: Language Modeling Beyond Document Boundaries

Paper • 2310.10638 • Published Oct 16, 2023 • 30
Controlled Decoding from Language Models

Paper • 2310.17022 • Published Oct 25, 2023 • 15

NExT-GPT: Any-to-Any Multimodal LLM

Paper • 2309.05519 • Published Sep 11, 2023 • 78
Large Language Model for Science: A Study on P vs. NP

Paper • 2309.05689 • Published Sep 11, 2023 • 21
AstroLLaMA: Towards Specialized Foundation Models in Astronomy

Paper • 2309.06126 • Published Sep 12, 2023 • 18
Large Language Models for Compiler Optimization

Paper • 2309.07062 • Published Sep 11, 2023 • 24

System 2 Attention (is something you might need too)

Paper • 2311.11829 • Published Nov 20, 2023 • 44
TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Systems

Paper • 2311.11315 • Published Nov 19, 2023 • 8
Alignment for Honesty

Paper • 2312.07000 • Published Dec 12, 2023 • 15
Steering Llama 2 via Contrastive Activation Addition

Paper • 2312.06681 • Published Dec 9, 2023 • 14

Detecting Pretraining Data from Large Language Models

Paper • 2310.16789 • Published Oct 25, 2023 • 11
Let's Synthesize Step by Step: Iterative Dataset Synthesis with Large Language Models by Extrapolating Errors from Small Models

Paper • 2310.13671 • Published Oct 20, 2023 • 19
AutoMix: Automatically Mixing Language Models

Paper • 2310.12963 • Published Oct 19, 2023 • 14
An Emulator for Fine-Tuning Large Language Models using Small Language Models

Paper • 2310.12962 • Published Oct 19, 2023 • 13

Controlled Decoding from Language Models

Paper • 2310.17022 • Published Oct 25, 2023 • 15
LLM Guided Inductive Inference for Solving Compositional Problems

Paper • 2309.11688 • Published Sep 20, 2023 • 1

Moral Foundations of Large Language Models

Paper • 2310.15337 • Published Oct 23, 2023 • 1
Specific versus General Principles for Constitutional AI

Paper • 2310.13798 • Published Oct 20, 2023 • 3
Contrastive Prefence Learning: Learning from Human Feedback without RL

Paper • 2310.13639 • Published Oct 20, 2023 • 25
RLAIF: Scaling Reinforcement Learning from Human Feedback with AI Feedback

Paper • 2309.00267 • Published Sep 1, 2023 • 52

Chain-of-Verification Reduces Hallucination in Large Language Models

Paper • 2309.11495 • Published Sep 20, 2023 • 39
EIPE-text: Evaluation-Guided Iterative Plan Extraction for Long-Form Narrative Text Generation

Paper • 2310.08185 • Published Oct 12, 2023 • 8
The Consensus Game: Language Model Generation via Equilibrium Search

Paper • 2310.09139 • Published Oct 13, 2023 • 14
In-Context Pretraining: Language Modeling Beyond Document Boundaries

Paper • 2310.10638 • Published Oct 16, 2023 • 30

Order Matters in the Presence of Dataset Imbalance for Multilingual Learning

Paper • 2312.06134 • Published Dec 11, 2023 • 3
Efficient Monotonic Multihead Attention

Paper • 2312.04515 • Published Dec 7, 2023 • 8
Contrastive Decoding Improves Reasoning in Large Language Models

Paper • 2309.09117 • Published Sep 17, 2023 • 39
Exploring Format Consistency for Instruction Tuning

Paper • 2307.15504 • Published Jul 28, 2023 • 8

System 2 Attention (is something you might need too)

Paper • 2311.11829 • Published Nov 20, 2023 • 44
TPTU-v2: Boosting Task Planning and Tool Usage of Large Language Model-based Agents in Real-world Systems

Paper • 2311.11315 • Published Nov 19, 2023 • 8
Alignment for Honesty

Paper • 2312.07000 • Published Dec 12, 2023 • 15
Steering Llama 2 via Contrastive Activation Addition

Paper • 2312.06681 • Published Dec 9, 2023 • 14

Controlled Decoding from Language Models

Paper • 2310.17022 • Published Oct 25, 2023 • 15
Unleashing the Power of Pre-trained Language Models for Offline Reinforcement Learning

Paper • 2310.20587 • Published Oct 31, 2023 • 18
Inpainting-Guided Policy Optimization for Diffusion Large Language Models

Paper • 2509.10396 • Published Sep 12 • 15
The Path Not Taken: RLVR Provably Learns Off the Principals

Paper • 2511.08567 • Published 25 days ago • 31

Detecting Pretraining Data from Large Language Models

Paper • 2310.16789 • Published Oct 25, 2023 • 11
Let's Synthesize Step by Step: Iterative Dataset Synthesis with Large Language Models by Extrapolating Errors from Small Models

Paper • 2310.13671 • Published Oct 20, 2023 • 19
AutoMix: Automatically Mixing Language Models

Paper • 2310.12963 • Published Oct 19, 2023 • 14
An Emulator for Fine-Tuning Large Language Models using Small Language Models

Paper • 2310.12962 • Published Oct 19, 2023 • 13

Zephyr: Direct Distillation of LM Alignment

Paper • 2310.16944 • Published Oct 25, 2023 • 122
Controlled Decoding from Language Models

Paper • 2310.17022 • Published Oct 25, 2023 • 15
Tied-Lora: Enhacing parameter efficiency of LoRA with weight tying

Paper • 2311.09578 • Published Nov 16, 2023 • 16

Controlled Decoding from Language Models

Paper • 2310.17022 • Published Oct 25, 2023 • 15
LLM Guided Inductive Inference for Solving Compositional Problems

Paper • 2309.11688 • Published Sep 20, 2023 • 1

Continual learning

CLIN: A Continually Learning Language Agent for Rapid Task Adaptation and Generalization

Paper • 2310.10134 • Published Oct 16, 2023 • 1
TiC-CLIP: Continual Training of CLIP Models

Paper • 2310.16226 • Published Oct 24, 2023 • 9
In-Context Pretraining: Language Modeling Beyond Document Boundaries

Paper • 2310.10638 • Published Oct 16, 2023 • 30
Controlled Decoding from Language Models

Paper • 2310.17022 • Published Oct 25, 2023 • 15

Moral Foundations of Large Language Models

Paper • 2310.15337 • Published Oct 23, 2023 • 1
Specific versus General Principles for Constitutional AI

Paper • 2310.13798 • Published Oct 20, 2023 • 3
Contrastive Prefence Learning: Learning from Human Feedback without RL

Paper • 2310.13639 • Published Oct 20, 2023 • 25
RLAIF: Scaling Reinforcement Learning from Human Feedback with AI Feedback

Paper • 2309.00267 • Published Sep 1, 2023 • 52

NExT-GPT: Any-to-Any Multimodal LLM

Paper • 2309.05519 • Published Sep 11, 2023 • 78
Large Language Model for Science: A Study on P vs. NP

Paper • 2309.05689 • Published Sep 11, 2023 • 21
AstroLLaMA: Towards Specialized Foundation Models in Astronomy

Paper • 2309.06126 • Published Sep 12, 2023 • 18
Large Language Models for Compiler Optimization

Paper • 2309.07062 • Published Sep 11, 2023 • 24

Chain-of-Verification Reduces Hallucination in Large Language Models

Paper • 2309.11495 • Published Sep 20, 2023 • 39
EIPE-text: Evaluation-Guided Iterative Plan Extraction for Long-Form Narrative Text Generation

Paper • 2310.08185 • Published Oct 12, 2023 • 8
The Consensus Game: Language Model Generation via Equilibrium Search

Paper • 2310.09139 • Published Oct 13, 2023 • 14
In-Context Pretraining: Language Modeling Beyond Document Boundaries

Paper • 2310.10638 • Published Oct 16, 2023 • 30

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