RECOST: External Knowledge Guided Data-efficient Instruction Tuning

RECOST: External Knowledge Guided Data-efficient Instruction Tuning

27 February 2024

Papers citing "RECOST: External Knowledge Guided Data-efficient Instruction Tuning"

10 / 10 papers shown

Title
Data-efficient LLM Fine-tuning for Code Generation Weijie Lv X. Xia Sheng-Jun Huang ALM SyDa 31 0 0 17 Apr 2025
Span-level Emotion-Cause-Category Triplet Extraction with Instruction Tuning LLMs and Data Augmentation X. Li Dong Yang Xiaogang Zhu Faliang Huang Peng Zhang Zhongying Zhao 27 0 0 13 Apr 2025
Large-Scale Data Selection for Instruction Tuning Hamish Ivison Muru Zhang Faeze Brahman Pang Wei Koh Pradeep Dasigi ALM 63 1 0 03 Mar 2025
Language Model Preference Evaluation with Multiple Weak Evaluators Zhengyu Hu Jieyu Zhang Zhihan Xiong Alexander Ratner Hui Xiong Ranjay Krishna 31 3 0 14 Oct 2024
DORY: Deliberative Prompt Recovery for LLM Lirong Gao Ru Peng Yiming Zhang Junbo Zhao 14 3 0 31 May 2024
Automatically Generating Numerous Context-Driven SFT Data for LLMs across Diverse Granularity Shanghaoran Quan 21 3 0 26 May 2024
Auto-Encoding Morph-Tokens for Multimodal LLM Kaihang Pan Siliang Tang Juncheng Li Zhaoyu Fan Wei Chow Shuicheng Yan Tat-Seng Chua Yueting Zhuang Hanwang Zhang MLLM 20 16 0 03 May 2024
I3: Intent-Introspective Retrieval Conditioned on Instructions Kaihang Pan Juncheng Li Wenjie Wang Hao Fei Hongye Song Wei Ji Jun Lin Xiaozhong Liu Tat-Seng Chua Siliang Tang 23 3 0 19 Aug 2023
Maybe Only 0.5% Data is Needed: A Preliminary Exploration of Low Training Data Instruction Tuning Haowen Chen Yiming Zhang Qi Zhang Hantao Yang Xiaomeng Hu Xuetao Ma Yifan YangGong J. Zhao ALM 58 46 0 16 May 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022