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Know the Unknown: An Uncertainty-Sensitive Method for LLM Instruction Tuning
v1v2v3 (latest)

Know the Unknown: An Uncertainty-Sensitive Method for LLM Instruction Tuning

Annual Meeting of the Association for Computational Linguistics (ACL), 2024
14 June 2024
Jiaqi Li
Yixuan Tang
Yi Yang
ArXiv (abs)PDFHTMLGithub

Papers citing "Know the Unknown: An Uncertainty-Sensitive Method for LLM Instruction Tuning"

9 / 9 papers shown
PrismGS: Physically-Grounded Anti-Aliasing for High-Fidelity Large-Scale 3D Gaussian Splatting
PrismGS: Physically-Grounded Anti-Aliasing for High-Fidelity Large-Scale 3D Gaussian Splatting
Houqiang Zhong
Zhenglong Wu
Sihua Fu
Zihan Zheng
Xin Jin
X. Zhang
Li Song
Q. Hu
3DGS
152
7
0
09 Oct 2025
Large Language Models Hallucination: A Comprehensive Survey
Large Language Models Hallucination: A Comprehensive Survey
Aisha Alansari
Hamzah Luqman
HILMLRM
594
14
0
05 Oct 2025
Don't Make It Up: Preserving Ignorance Awareness in LLM Fine-Tuning
Don't Make It Up: Preserving Ignorance Awareness in LLM Fine-Tuning
William F. Shen
Xinchi Qiu
Nicola Cancedda
Nicholas D. Lane
CLL
397
3
0
17 Jun 2025
Do not Abstain! Identify and Solve the Uncertainty
Do not Abstain! Identify and Solve the UncertaintyAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Jingyu Liu
Jingquan Peng
xiaopeng Wu
Xubin Li
Bo Xiao
Bo Zheng
Yong Liu
336
6
0
01 Jun 2025
Reinforcement Learning for Better Verbalized Confidence in Long-Form Generation
Reinforcement Learning for Better Verbalized Confidence in Long-Form Generation
Caiqi Zhang
Xiaochen Zhu
Chengzu Li
Nigel Collier
Andreas Vlachos
OffRLHILM
386
12
0
29 May 2025
UNCLE: Benchmarking Uncertainty Expressions in Long-Form Generation
UNCLE: Benchmarking Uncertainty Expressions in Long-Form Generation
Ruihan Yang
Caiqi Zhang
Zhisong Zhang
Xinting Huang
Dong Yu
Nigel Collier
Deqing Yang
ELM
406
4
0
22 May 2025
Probing LLM Hallucination from Within: Perturbation-Driven Approach via Internal Knowledge
Probing LLM Hallucination from Within: Perturbation-Driven Approach via Internal Knowledge
Seongmin Lee
Hsiang Hsu
Chun-Fu Chen
Duen Horng
LRM
589
2
0
14 Nov 2024
KBM: Delineating Knowledge Boundary for Adaptive Retrieval in Large Language Models
KBM: Delineating Knowledge Boundary for Adaptive Retrieval in Large Language Models
Zhen Zhang
Xinyu Wang
Yong Jiang
Zile Qiao
Zhuo Chen
Mengting Hu
Feiteng Mu
Fei Huang
Pengjun Xie
Fei Huang
KELM
381
3
0
09 Nov 2024
LoGU: Long-form Generation with Uncertainty Expressions
LoGU: Long-form Generation with Uncertainty ExpressionsAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Ruihan Yang
Caiqi Zhang
Zhisong Zhang
Xinting Huang
Sen Yang
Nigel Collier
Dong Yu
Deqing Yang
HILM
743
20
0
18 Oct 2024
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