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IOPO: Empowering LLMs with Complex Instruction Following via Input-Output Preference Optimization

Paper • 2411.06208 • Published Nov 9, 2024 • 21
Instruction Following without Instruction Tuning

Paper • 2409.14254 • Published Sep 21, 2024 • 30
Toward General Instruction-Following Alignment for Retrieval-Augmented Generation

Paper • 2410.09584 • Published Oct 12, 2024 • 48

Instruction Following without Instruction Tuning

Paper • 2409.14254 • Published Sep 21, 2024 • 30
Ruler: A Model-Agnostic Method to Control Generated Length for Large Language Models

Paper • 2409.18943 • Published Sep 27, 2024 • 29
Only-IF:Revealing the Decisive Effect of Instruction Diversity on Generalization

Paper • 2410.04717 • Published Oct 7, 2024 • 18
RevisEval: Improving LLM-as-a-Judge via Response-Adapted References

Paper • 2410.05193 • Published Oct 7, 2024 • 13

Instruction following / prompting

Instruction Following without Instruction Tuning

Paper • 2409.14254 • Published Sep 21, 2024 • 30

RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval

Paper • 2409.10516 • Published Sep 16, 2024 • 43
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse

Paper • 2409.11242 • Published Sep 17, 2024 • 7
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models

Paper • 2409.11136 • Published Sep 17, 2024 • 22
On the Diagram of Thought

Paper • 2409.10038 • Published Sep 16, 2024 • 13

PDFTriage: Question Answering over Long, Structured Documents

Paper • 2309.08872 • Published Sep 16, 2023 • 53
Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 81
Table-GPT: Table-tuned GPT for Diverse Table Tasks

Paper • 2310.09263 • Published Oct 13, 2023 • 41
Context-Aware Meta-Learning

Paper • 2310.10971 • Published Oct 17, 2023 • 17

Instruction Following without Instruction Tuning

Paper • 2409.14254 • Published Sep 21, 2024 • 30
Baichuan Alignment Technical Report

Paper • 2410.14940 • Published Oct 19, 2024 • 51
CompassJudger-1: All-in-one Judge Model Helps Model Evaluation and Evolution

Paper • 2410.16256 • Published Oct 21, 2024 • 60
Infinity-MM: Scaling Multimodal Performance with Large-Scale and High-Quality Instruction Data

Paper • 2410.18558 • Published Oct 24, 2024 • 19

Instruction Following without Instruction Tuning

Paper • 2409.14254 • Published Sep 21, 2024 • 30
DyVo: Dynamic Vocabularies for Learned Sparse Retrieval with Entities

Paper • 2410.07722 • Published Oct 10, 2024 • 15
Pangea: A Fully Open Multilingual Multimodal LLM for 39 Languages

Paper • 2410.16153 • Published Oct 21, 2024 • 44
The Surprising Agreement Between Convex Optimization Theory and Learning-Rate Scheduling for Large Model Training

Paper • 2501.18965 • Published Jan 31 • 7

INSTRUCTEVAL: Towards Holistic Evaluation of Instruction-Tuned Large Language Models

Paper • 2306.04757 • Published Jun 7, 2023 • 6
Evaluating Instruction-Tuned Large Language Models on Code Comprehension and Generation

Paper • 2308.01240 • Published Aug 2, 2023 • 2
Can Large Language Models Understand Real-World Complex Instructions?

Paper • 2309.09150 • Published Sep 17, 2023 • 2
Evaluating the Instruction-Following Robustness of Large Language Models to Prompt Injection

Paper • 2308.10819 • Published Aug 17, 2023

LLM Pruning and Distillation in Practice: The Minitron Approach

Paper • 2408.11796 • Published Aug 21, 2024 • 57
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering

Paper • 2408.09174 • Published Aug 17, 2024 • 52
To Code, or Not To Code? Exploring Impact of Code in Pre-training

Paper • 2408.10914 • Published Aug 20, 2024 • 44
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications

Paper • 2408.11878 • Published Aug 20, 2024 • 63

Alignment and Unlearning

Learn Your Reference Model for Real Good Alignment

Paper • 2404.09656 • Published Apr 15, 2024 • 89
Aligning Teacher with Student Preferences for Tailored Training Data Generation

Paper • 2406.19227 • Published Jun 27, 2024 • 25
Self-Play Preference Optimization for Language Model Alignment

Paper • 2405.00675 • Published May 1, 2024 • 27
CantTalkAboutThis: Aligning Language Models to Stay on Topic in Dialogues

Paper • 2404.03820 • Published Apr 4, 2024 • 26

follow instructions

IOPO: Empowering LLMs with Complex Instruction Following via Input-Output Preference Optimization

Paper • 2411.06208 • Published Nov 9, 2024 • 21
Instruction Following without Instruction Tuning

Paper • 2409.14254 • Published Sep 21, 2024 • 30
Toward General Instruction-Following Alignment for Retrieval-Augmented Generation

Paper • 2410.09584 • Published Oct 12, 2024 • 48

Instruction Following without Instruction Tuning

Paper • 2409.14254 • Published Sep 21, 2024 • 30
Baichuan Alignment Technical Report

Paper • 2410.14940 • Published Oct 19, 2024 • 51
CompassJudger-1: All-in-one Judge Model Helps Model Evaluation and Evolution

Paper • 2410.16256 • Published Oct 21, 2024 • 60
Infinity-MM: Scaling Multimodal Performance with Large-Scale and High-Quality Instruction Data

Paper • 2410.18558 • Published Oct 24, 2024 • 19

Instruction Following without Instruction Tuning

Paper • 2409.14254 • Published Sep 21, 2024 • 30
Ruler: A Model-Agnostic Method to Control Generated Length for Large Language Models

Paper • 2409.18943 • Published Sep 27, 2024 • 29
Only-IF:Revealing the Decisive Effect of Instruction Diversity on Generalization

Paper • 2410.04717 • Published Oct 7, 2024 • 18
RevisEval: Improving LLM-as-a-Judge via Response-Adapted References

Paper • 2410.05193 • Published Oct 7, 2024 • 13

Instruction Following without Instruction Tuning

Paper • 2409.14254 • Published Sep 21, 2024 • 30
DyVo: Dynamic Vocabularies for Learned Sparse Retrieval with Entities

Paper • 2410.07722 • Published Oct 10, 2024 • 15
Pangea: A Fully Open Multilingual Multimodal LLM for 39 Languages

Paper • 2410.16153 • Published Oct 21, 2024 • 44
The Surprising Agreement Between Convex Optimization Theory and Learning-Rate Scheduling for Large Model Training

Paper • 2501.18965 • Published Jan 31 • 7

Instruction following / prompting

Instruction Following without Instruction Tuning

Paper • 2409.14254 • Published Sep 21, 2024 • 30

INSTRUCTEVAL: Towards Holistic Evaluation of Instruction-Tuned Large Language Models

Paper • 2306.04757 • Published Jun 7, 2023 • 6
Evaluating Instruction-Tuned Large Language Models on Code Comprehension and Generation

Paper • 2308.01240 • Published Aug 2, 2023 • 2
Can Large Language Models Understand Real-World Complex Instructions?

Paper • 2309.09150 • Published Sep 17, 2023 • 2
Evaluating the Instruction-Following Robustness of Large Language Models to Prompt Injection

Paper • 2308.10819 • Published Aug 17, 2023

RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval

Paper • 2409.10516 • Published Sep 16, 2024 • 43
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse

Paper • 2409.11242 • Published Sep 17, 2024 • 7
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models

Paper • 2409.11136 • Published Sep 17, 2024 • 22
On the Diagram of Thought

Paper • 2409.10038 • Published Sep 16, 2024 • 13

LLM Pruning and Distillation in Practice: The Minitron Approach

Paper • 2408.11796 • Published Aug 21, 2024 • 57
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering

Paper • 2408.09174 • Published Aug 17, 2024 • 52
To Code, or Not To Code? Exploring Impact of Code in Pre-training

Paper • 2408.10914 • Published Aug 20, 2024 • 44
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications

Paper • 2408.11878 • Published Aug 20, 2024 • 63

PDFTriage: Question Answering over Long, Structured Documents

Paper • 2309.08872 • Published Sep 16, 2023 • 53
Adapting Large Language Models via Reading Comprehension

Paper • 2309.09530 • Published Sep 18, 2023 • 81
Table-GPT: Table-tuned GPT for Diverse Table Tasks

Paper • 2310.09263 • Published Oct 13, 2023 • 41
Context-Aware Meta-Learning

Paper • 2310.10971 • Published Oct 17, 2023 • 17

Alignment and Unlearning

Learn Your Reference Model for Real Good Alignment

Paper • 2404.09656 • Published Apr 15, 2024 • 89
Aligning Teacher with Student Preferences for Tailored Training Data Generation

Paper • 2406.19227 • Published Jun 27, 2024 • 25
Self-Play Preference Optimization for Language Model Alignment

Paper • 2405.00675 • Published May 1, 2024 • 27
CantTalkAboutThis: Aligning Language Models to Stay on Topic in Dialogues

Paper • 2404.03820 • Published Apr 4, 2024 • 26

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