Divide-Then-Align: Honest Alignment based on the Knowledge Boundary of RAG

Divide-Then-Align: Honest Alignment based on the Knowledge Boundary of RAG

27 May 2025

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Papers citing "Divide-Then-Align: Honest Alignment based on the Knowledge Boundary of RAG"

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Title
Innate Reasoning is Not Enough: In-Context Learning Enhances Reasoning Large Language Models with Less Overthinking Yuyao Ge Shenghua Liu Yansen Wang Lingrui Mei Lizhe Chen Baolong Bi Xueqi Cheng ReLM LRM 93 6 0 25 Mar 2025
Parameters vs. Context: Fine-Grained Control of Knowledge Reliance in Language Models Baolong Bi Shenghua Liu Yansen Wang Yilong Xu Sihang Li Lingrui Mei Xueqi Cheng KELM 112 8 0 20 Mar 2025
Towards Fully Exploiting LLM Internal States to Enhance Knowledge Boundary Perception Shiyu Ni Keping Bi Jiafeng Guo Lulu Yu Baolong Bi Xueqi Cheng 88 5 0 17 Feb 2025
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse Maojia Song Shang Hong Sim Rishabh Bhardwaj Hai Leong Chieu Navonil Majumder Soujanya Poria 109 12 0 17 Sep 2024
Faithful Logical Reasoning via Symbolic Chain-of-Thought Jundong Xu Hao Fei Liangming Pan Qian Liu Mong Li Lee Wynne Hsu OffRL LRM LLMAG 140 65 0 28 May 2024
The Power of Noise: Redefining Retrieval for RAG Systems Florin Cuconasu Giovanni Trappolini F. Siciliano Simone Filice Cesare Campagnano Y. Maarek Nicola Tonellotto Fabrizio Silvestri RALM 120 180 0 26 Jan 2024
ChatQA: Surpassing GPT-4 on Conversational QA and RAG Zihan Liu Ming-Yu Liu Rajarshi Roy Peng Xu Chankyu Lee Mohammad Shoeybi Bryan Catanzaro ALM RALM AI4MH 81 48 0 18 Jan 2024
A Stitch in Time Saves Nine: Detecting and Mitigating Hallucinations of LLMs by Validating Low-Confidence Generation Neeraj Varshney Wenlin Yao Hongming Zhang Jianshu Chen Dong Yu HILM 111 175 0 08 Jul 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 389 4,163 0 29 May 2023
Language Models (Mostly) Know What They Know Saurav Kadavath Tom Conerly Amanda Askell T. Henighan Dawn Drain ... Nicholas Joseph Benjamin Mann Sam McCandlish C. Olah Jared Kaplan ELM 129 833 0 11 Jul 2022
Teaching Models to Express Their Uncertainty in Words Stephanie C. Lin Jacob Hilton Owain Evans OOD 96 425 0 28 May 2022
Retrieval Augmentation Reduces Hallucination in Conversation Kurt Shuster Spencer Poff Moya Chen Douwe Kiela Jason Weston HILM 97 743 0 15 Apr 2021
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 147 1,182 0 02 Jul 2020
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 889 42,463 0 28 May 2020
PubMedQA: A Dataset for Biomedical Research Question Answering Qiao Jin Bhuwan Dhingra Zhengping Liu William W. Cohen Xinghua Lu 398 913 0 13 Sep 2019
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 299 5,871 0 14 Jun 2017
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 237 2,692 0 09 May 2017