Computation and Language · Computer Science
Towards Better Instruction Following Language Models for Chinese: Investigating the Impact of Training Data and Evaluation
Yunjie Ji, Yan Gong, Yong Deng, Yiping Peng +3
2023-04-18
Computation and Language · Computer Science
An Empirical Study of Instruction-tuning Large Language Models in Chinese
Qingyi Si, Tong Wang, Zheng Lin, Xu Zhang +2
2023-10-23
Computation and Language · Computer Science
Dynamics of Instruction Fine-Tuning for Chinese Large Language Models
Chiyu Song, Zhanchao Zhou, Jianhao Yan, Yuejiao Fei +2
2025-03-04
Computation and Language · Computer Science
Building Instruction-Tuning Datasets from Human-Written Instructions with Open-Weight Large Language Models
Youmi Ma, Sakae Mizuki, Kazuki Fujii, Taishi Nakamura +11
2025-08-15
Computation and Language · Computer Science
A Survey on Data Selection for LLM Instruction Tuning
Bolin Zhang, Jiahao Wang, Qianlong Du, Jiajun Zhang +2
2025-08-27
Computation and Language · Computer Science
Data Management For Training Large Language Models: A Survey
Zige Wang, Wanjun Zhong, Yufei Wang, Qi Zhu +5
2024-08-05
Computation and Language · Computer Science
A Survey on Large Language Models from General Purpose to Medical Applications: Datasets, Methodologies, and Evaluations
Jinqiang Wang, Huansheng Ning, Yi Peng, Qikai Wei +4
2024-09-24
Computation and Language · Computer Science
Why Do Open-Source LLMs Struggle with Data Analysis? A Systematic Empirical Study
Yuqi Zhu, Yi Zhong, Jintian Zhang, Ziheng Zhang +6
2025-11-14
Computation and Language · Computer Science
Rethinking Scale: The Efficacy of Fine-Tuned Open-Source LLMs in Large-Scale Reproducible Social Science Research
Marcello Carammia, Stefano Maria Iacus, Giuseppe Porro
2024-11-05
Computation and Language · Computer Science
YuLan: An Open-source Large Language Model
Yutao Zhu, Kun Zhou, Kelong Mao, Wentong Chen +34
2024-07-01
Computation and Language · Computer Science
Steel-LLM:From Scratch to Open Source -- A Personal Journey in Building a Chinese-Centric LLM
Qingshui Gu, Shu Li, Tianyu Zheng, Zhaoxiang Zhang
2025-02-14
Software Engineering · Computer Science
OpenCodeInstruct: A Large-scale Instruction Tuning Dataset for Code LLMs
Wasi Uddin Ahmad, Aleksander Ficek, Mehrzad Samadi, Jocelyn Huang +3
2025-08-11
Computation and Language · Computer Science
OpenLLM-Ro -- Technical Report on Open-source Romanian LLMs
Mihai Masala, Denis C. Ilie-Ablachim, Dragos Corlatescu, Miruna Zavelca +5
2024-05-20
Computation and Language · Computer Science
Monolingual or Multilingual Instruction Tuning: Which Makes a Better Alpaca
Pinzhen Chen, Shaoxiong Ji, Nikolay Bogoychev, Andrey Kutuzov +2
2024-02-01
Artificial Intelligence · Computer Science
Maybe Only 0.5% Data is Needed: A Preliminary Exploration of Low Training Data Instruction Tuning
Hao Chen, Yiming Zhang, Qi Zhang, Hantao Yang +4
2023-05-17
Computation and Language · Computer Science
Are LLMs Effective Backbones for Fine-tuning? An Experimental Investigation of Supervised LLMs on Chinese Short Text Matching
Shulin Liu, Chengcheng Xu, Hao Liu, Tinghao Yu +1
2024-04-01
Computation and Language · Computer Science
TIM: Teaching Large Language Models to Translate with Comparison
Jiali Zeng, Fandong Meng, Yongjing Yin, Jie Zhou
2024-01-23
Artificial Intelligence · Computer Science
Evaluating Language Models for Generating and Judging Programming Feedback
Charles Koutcheme, Nicola Dainese, Arto Hellas, Sami Sarsa +3
2024-11-25
Computation and Language · Computer Science
WanJuan: A Comprehensive Multimodal Dataset for Advancing English and Chinese Large Models
Conghui He, Zhenjiang Jin, Chao Xu, Jiantao Qiu +5
2023-09-18
Computation and Language · Computer Science
Chinese Open Instruction Generalist: A Preliminary Release
Ge Zhang, Yemin Shi, Ruibo Liu, Ruibin Yuan +8
2023-04-26
Computation and Language · Computer Science
Is It Good Data for Multilingual Instruction Tuning or Just Bad Multilingual Evaluation for Large Language Models?
Pinzhen Chen, Simon Yu, Zhicheng Guo, Barry Haddow
2024-09-27
Computation and Language · Computer Science
Exploring the Impact of Instruction Data Scaling on Large Language Models: An Empirical Study on Real-World Use Cases
Yunjie Ji, Yong Deng, Yan Gong, Yiping Peng +4
2023-03-28