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From Parameters to Prompts: Understanding and Mitigating the Factuality Gap between Fine-Tuned LLMs

From Parameters to Prompts: Understanding and Mitigating the Factuality Gap between Fine-Tuned LLMs

29 May 2025
Xuan Gong
Hanbo Huang
Shiyu Liang
ArXivPDFHTML

Papers citing "From Parameters to Prompts: Understanding and Mitigating the Factuality Gap between Fine-Tuned LLMs"

8 / 8 papers shown
Title
Supervised Knowledge Makes Large Language Models Better In-context
  Learners
Supervised Knowledge Makes Large Language Models Better In-context Learners
Linyi Yang
Shuibai Zhang
Zhuohao Yu
Guangsheng Bao
Yidong Wang
...
Ruochen Xu
Weirong Ye
Xing Xie
Weizhu Chen
Yue Zhang
62
16
0
26 Dec 2023
Knowledgeable In-Context Tuning: Exploring and Exploiting Factual
  Knowledge for In-Context Learning
Knowledgeable In-Context Tuning: Exploring and Exploiting Factual Knowledge for In-Context Learning
Jiadong Wang
Chengyu Wang
Chuanqi Tan
Jun Huang
Ming Gao
KELM
63
6
0
26 Sep 2023
Can We Edit Factual Knowledge by In-Context Learning?
Can We Edit Factual Knowledge by In-Context Learning?
Ce Zheng
Lei Li
Qingxiu Dong
Yuxuan Fan
Zhiyong Wu
Jingjing Xu
Baobao Chang
KELM
48
199
0
22 May 2023
Large Language Models Struggle to Learn Long-Tail Knowledge
Large Language Models Struggle to Learn Long-Tail Knowledge
Nikhil Kandpal
H. Deng
Adam Roberts
Eric Wallace
Colin Raffel
RALM
KELM
71
409
0
15 Nov 2022
Locating and Editing Factual Associations in GPT
Locating and Editing Factual Associations in GPT
Kevin Meng
David Bau
A. Andonian
Yonatan Belinkov
KELM
119
1,275
0
10 Feb 2022
Language Models are Few-Shot Learners
Language Models are Few-Shot Learners
Tom B. Brown
Benjamin Mann
Nick Ryder
Melanie Subbiah
Jared Kaplan
...
Christopher Berner
Sam McCandlish
Alec Radford
Ilya Sutskever
Dario Amodei
BDL
383
41,106
0
28 May 2020
Language Models as Knowledge Bases?
Language Models as Knowledge Bases?
Fabio Petroni
Tim Rocktaschel
Patrick Lewis
A. Bakhtin
Yuxiang Wu
Alexander H. Miller
Sebastian Riedel
KELM
AI4MH
515
2,639
0
03 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
Nils Reimers
Iryna Gurevych
513
11,979
0
27 Aug 2019
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