Read before Generate! Faithful Long Form Question Answering with Machine Reading

1 March 2022

Dan Su

Xiaoguang Li

Jindi Zhang

Lifeng Shang

Xin Jiang

Qun Liu

Pascale Fung

HILM

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Papers citing "Read before Generate! Faithful Long Form Question Answering with Machine Reading"

43 / 43 papers shown

Title
Invoke Interfaces Only When Needed: Adaptive Invocation for Large Language Models in Question Answering Jihao Zhao Chunlai Zhou Biao Qin 55 0 0 05 May 2025
Extract, Match, and Score: An Evaluation Paradigm for Long Question-context-answer Triplets in Financial Analysis Bo Hu Han Yuan Vlad Pandelea Wuqiong Luo Yingzhu Zhao Zheng Ma 55 0 0 20 Mar 2025
OmniThink: Expanding Knowledge Boundaries in Machine Writing through Thinking Zekun Xi Wenbiao Yin Jizhan Fang Jialong Wu Runnan Fang N. Zhang Jiang Yong Pengjun Xie Fei Huang H. Chen SyDa LRM 106 6 0 21 Feb 2025
EvidenceMap: Learning Evidence Analysis to Unleash the Power of Small Language Models for Biomedical Question Answering Chang Zong Jian Wan Siliang Tang Lei Zhang 86 0 0 17 Feb 2025
Prompt-based Depth Pruning of Large Language Models Juyun Wee Minjae Park Jaeho Lee VLM 93 0 0 17 Feb 2025
Retrieving Contextual Information for Long-Form Question Answering using Weak Supervision Philipp Christmann Svitlana Vakulenko Ionut Teodor Sorodoc Bill Byrne Adria de Gispert RALM 34 0 0 11 Oct 2024
Integrating Planning into Single-Turn Long-Form Text Generation Yi Liang You Wu Honglei Zhuang Li Chen Jiaming Shen ... Zhen Qin Sumit Sanghai Xuanhui Wang Carl Yang Michael Bendersky 56 3 0 08 Oct 2024
SELU: Self-Learning Embodied MLLMs in Unknown Environments Boyu Li Haobin Jiang Ziluo Ding Xinrun Xu Haoran Li Dongbin Zhao Zongqing Lu LRM 52 2 0 04 Oct 2024
Trustworthy Text-to-Image Diffusion Models: A Timely and Focused Survey Yi Zhang Zhen Chen Chih-Hong Cheng Wenjie Ruan Xiaowei Huang Dezong Zhao David Flynn Siddartha Khastgir Xingyu Zhao MedIm 44 3 0 26 Sep 2024
A Benchmark Dataset with Larger Context for Non-Factoid Question Answering over Islamic Text Faiza Qamar Seemab Latif R. Latif 24 1 0 15 Sep 2024
Evidence-Enhanced Triplet Generation Framework for Hallucination Alleviation in Generative Question Answering Haowei Du Huishuai Zhang Dongyan Zhao HILM 32 0 0 27 Aug 2024
Knowledge Overshadowing Causes Amalgamated Hallucination in Large Language Models Yuji Zhang Sha Li Jiateng Liu Pengfei Yu Yi Ren Fung Jing Li Manling Li Heng Ji 37 11 0 10 Jul 2024
Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs Jannik Kossen Jiatong Han Muhammed Razzak Lisa Schut Shreshth A. Malik Yarin Gal HILM 60 34 0 22 Jun 2024
LightPAL: Lightweight Passage Retrieval for Open Domain Multi-Document Summarization Masafumi Enomoto Kunihiro Takeoka Kosuke Akimoto Kiril Gashteovski M. Oyamada RALM 32 1 0 18 Jun 2024
Estimating the Hallucination Rate of Generative AI Andrew Jesson Nicolas Beltran-Velez Quentin Chu Sweta Karlekar Jannik Kossen Yarin Gal John P. Cunningham David M. Blei 51 6 0 11 Jun 2024
Enhancing Pre-Trained Generative Language Models with Question Attended Span Extraction on Machine Reading Comprehension Lin Ai Zheng Hui Zizhou Liu Julia Hirschberg 34 1 0 27 Apr 2024
SuRe: Summarizing Retrievals using Answer Candidates for Open-domain QA of LLMs Jaehyung Kim Jaehyun Nam Sangwoo Mo Jongjin Park Sang-Woo Lee Minjoon Seo Jung-Woo Ha Jinwoo Shin AIFin RALM ELM 40 34 0 17 Apr 2024
Groundedness in Retrieval-augmented Long-form Generation: An Empirical Study Alessandro Stolfo RALM HILM 34 6 0 10 Apr 2024
Know When To Stop: A Study of Semantic Drift in Text Generation Ava Spataru Eric Hambro Elena Voita Nicola Cancedda 34 3 0 08 Apr 2024
Multi-Review Fusion-in-Context Aviv Slobodkin Ori Shapira Ran Levy Ido Dagan 84 1 0 22 Mar 2024
QASE Enhanced PLMs: Improved Control in Text Generation for MRC Lin Ai Zheng Hui Zizhou Liu Julia Hirschberg 34 0 0 26 Feb 2024
Does the Generator Mind its Contexts? An Analysis of Generative Model Faithfulness under Context Transfer Xinshuo Hu Baotian Hu Dongfang Li Xiaoguang Li Lifeng Shang HILM 25 1 0 22 Feb 2024
KnowTuning: Knowledge-aware Fine-tuning for Large Language Models Yougang Lyu Lingyong Yan Shuaiqiang Wang Haibo Shi Dawei Yin Pengjie Ren Zhumin Chen Maarten de Rijke Zhaochun Ren 24 5 0 17 Feb 2024
DelucionQA: Detecting Hallucinations in Domain-specific Question Answering Mobashir Sadat Zhengyu Zhou Lukas Lange Jun Araki Arsalan Gundroo Bingqing Wang Rakesh R Menon Md. Rizwan Parvez Zhe Feng HILM 37 36 0 08 Dec 2023
Reinforcement Replaces Supervision: Query focused Summarization using Deep Reinforcement Learning Swaroop Nath H. Khadilkar Pushpak Bhattacharyya OffRL 15 0 0 29 Nov 2023
Enhancing Uncertainty-Based Hallucination Detection with Stronger Focus Tianhang Zhang Lin Qiu Qipeng Guo Cheng Deng Yue Zhang Zheng-Wei Zhang Cheng Zhou Xinbing Wang Luoyi Fu HILM 77 48 0 22 Nov 2023
Long-form Question Answering: An Iterative Planning-Retrieval-Generation Approach Pritom Saha Akash Kashob Kumar Roy Lucian Popa Kevin Chen-Chuan Chang 16 3 0 15 Nov 2023
Improving Zero-shot Reader by Reducing Distractions from Irrelevant Documents in Open-Domain Question Answering Sukmin Cho Jeongyeon Seo Soyeong Jeong Jong C. Park RALM 23 2 0 26 Oct 2023
Optimizing Retrieval-augmented Reader Models via Token Elimination Moshe Berchansky Peter Izsak Avi Caciularu Ido Dagan Moshe Wasserblat RALM 50 12 0 20 Oct 2023
Towards Mitigating Hallucination in Large Language Models via Self-Reflection Ziwei Ji Tiezheng Yu Yan Xu Nayeon Lee Etsuko Ishii Pascale Fung HILM 11 55 0 10 Oct 2023
Improving Query-Focused Meeting Summarization with Query-Relevant Knowledge Tiezheng Yu Ziwei Ji Pascale Fung RALM 10 1 0 05 Sep 2023
A Critical Evaluation of Evaluations for Long-form Question Answering Fangyuan Xu Yixiao Song Mohit Iyyer Eunsol Choi ELM 37 96 0 29 May 2023
Self-contradictory Hallucinations of Large Language Models: Evaluation, Detection and Mitigation Niels Mündler Jingxuan He Slobodan Jenko Martin Vechev HILM 22 108 0 25 May 2023
PEARL: Prompting Large Language Models to Plan and Execute Actions Over Long Documents Simeng Sun Y. Liu Shuohang Wang Chenguang Zhu Mohit Iyyer RALM LRM ReLM 30 51 0 23 May 2023
"According to ...": Prompting Language Models Improves Quoting from Pre-Training Data Orion Weller Marc Marone Nathaniel Weir Dawn J Lawrie Daniel Khashabi Benjamin Van Durme HILM 78 44 0 22 May 2023
Empower Large Language Model to Perform Better on Industrial Domain-Specific Question Answering Fangkai Yang Pu Zhao Zezhong Wang Lu Wang Jue Zhang Mohit Garg Qingwei Lin Saravan Rajmohan Dongmei Zhang 37 47 0 19 May 2023
Why Does ChatGPT Fall Short in Providing Truthful Answers? Shen Zheng Jie Huang Kevin Chen-Chuan Chang HILM AI4MH 19 51 0 20 Apr 2023
A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity Yejin Bang Samuel Cahyawijaya Nayeon Lee Wenliang Dai Dan Su ... Tiezheng Yu Willy Chung Quyet V. Do Yan Xu Pascale Fung ReLM LRM 27 1,335 0 08 Feb 2023
A Pipeline for Generating, Annotating and Employing Synthetic Data for Real World Question Answering Matthew Maufe James Ravenscroft Rob Procter Maria Liakata 26 3 0 30 Nov 2022
Plausible May Not Be Faithful: Probing Object Hallucination in Vision-Language Pre-training Wenliang Dai Zihan Liu Ziwei Ji Dan Su Pascale Fung MLLM VLM 32 62 0 14 Oct 2022
Context Generation Improves Open Domain Question Answering Dan Su M. Patwary Shrimai Prabhumoye Peng-Tao Xu R. Prenger M. Shoeybi Pascale Fung Anima Anandkumar Bryan Catanzaro LLMAG LRM 25 6 0 12 Oct 2022
How Do We Answer Complex Questions: Discourse Structure of Long-form Answers Fangyuan Xu Junyi Jessy Li Eunsol Choi 21 18 0 21 Mar 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 55 2,243 0 08 Feb 2022