Controlled Hallucinations: Learning to Generate Faithfully from Noisy Data

12 October 2020

Papers citing "Controlled Hallucinations: Learning to Generate Faithfully from Noisy Data"

26 / 26 papers shown

Title
Interpretable Zero-shot Learning with Infinite Class Concepts Zihan Ye Shreyank N Gowda Shiming Chen Yaochu Jin Kaizhu Huang Xiaobo Jin VLM 39 0 0 06 May 2025
Hallucinations and Key Information Extraction in Medical Texts: A Comprehensive Assessment of Open-Source Large Language Models Anindya Bijoy Das Shibbir Ahmed Shahnewaz Karim Sakib HILM LM&MA 57 0 0 27 Apr 2025
HalluLens: LLM Hallucination Benchmark Yejin Bang Ziwei Ji Alan Schelten Anthony Hartshorn Tara Fowler Cheng Zhang Nicola Cancedda Pascale Fung HILM 92 1 0 24 Apr 2025
QUILL: Quotation Generation Enhancement of Large Language Models Jin Xiao Bowei Zhang Qianyu He Jiaqing Liang Feng Wei Jinglei Chen Zujie Liang Deqing Yang Yanghua Xiao HILM LRM 113 0 0 21 Feb 2025
Understanding and Evaluating Hallucinations in 3D Visual Language Models Ruiying Peng Kaiyuan Li Weichen Zhang Chen Gao Xinlei Chen Yong Li 54 0 0 18 Feb 2025
Bridging the Safety Gap: A Guardrail Pipeline for Trustworthy LLM Inferences Shanshan Han Salman Avestimehr Chaoyang He 76 1 0 12 Feb 2025
Evaluating the Correctness of Inference Patterns Used by LLMs for Judgment Lu Chen Yuxuan Huang Yixing Li Dongrui Liu Qihan Ren Shuai Zhao Kun Kuang Zilong Zheng Quanshi Zhang 36 1 0 06 Oct 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 36 0 22 Jun 2024
Calibrated Language Models Must Hallucinate Adam Tauman Kalai Santosh Vempala HILM 30 76 0 24 Nov 2023
Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text Generation Wei-Lin Chen Cheng-Kuang Wu Hsin-Hsi Chen Chung-Chi Chen HILM 26 6 0 23 Oct 2023
Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class Abstention Anqi Mao M. Mohri Yutao Zhong 32 22 0 23 Oct 2023
Synthetic Text Generation using Hypergraph Representations Natraj Raman Sameena Shah 12 1 0 06 Sep 2023
Knowledge Graph for NLG in the context of conversational agents Hussam Ghanem Massinissa Atmani C. Cruz 29 1 0 04 Jul 2023
Pointwise Mutual Information Based Metric and Decoding Strategy for Faithful Generation in Document Grounded Dialogs Yatin Nandwani Vineet Kumar Dinesh Raghu Sachindra Joshi Luis A. Lastras 35 6 0 20 May 2023
What are the Desired Characteristics of Calibration Sets? Identifying Correlates on Long Form Scientific Summarization Griffin Adams Bichlien H. Nguyen Jake A. Smith Yingce Xia Shufang Xie Anna Ostropolets Budhaditya Deb Yuan Chen Tristan Naumann Noémie Elhadad 36 8 0 12 May 2023
TaTa: A Multilingual Table-to-Text Dataset for African Languages Sebastian Gehrmann Sebastian Ruder Vitaly Nikolaev Jan A. Botha Michael Chavinda Ankur P. Parikh Clara E. Rivera LMTD 34 10 0 31 Oct 2022
DeepGen: Diverse Search Ad Generation and Real-Time Customization Konstantin Golobokov Junyi Chai Victor Ye Dong Mandy Gu Bingyu Chi Jie Cao Yulan Yan Yi Liu 31 8 0 06 Aug 2022
Faithful to the Document or to the World? Mitigating Hallucinations via Entity-linked Knowledge in Abstractive Summarization Yue Dong John Wieting Pat Verga HILM 24 24 0 28 Apr 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 79 2,254 0 08 Feb 2022
SynthBio: A Case Study in Human-AI Collaborative Curation of Text Datasets Ann Yuan Daphne Ippolito Vitaly Nikolaev Chris Callison-Burch Andy Coenen Sebastian Gehrmann SyDa 112 20 0 11 Nov 2021
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 186 146 0 30 Aug 2021
Factual Consistency Evaluation for Text Summarization via Counterfactual Estimation Yuexiang Xie Fei Sun Yang Deng Yaliang Li Bolin Ding HILM 26 53 0 30 Aug 2021
Increasing Faithfulness in Knowledge-Grounded Dialogue with Controllable Features Hannah Rashkin David Reitter Gaurav Singh Tomar Dipanjan Das 172 101 0 14 Jul 2021
Sketch and Refine: Towards Faithful and Informative Table-to-Text Generation Peng Wang Junyang Lin An Yang Chang Zhou Yichang Zhang Jingren Zhou Hongxia Yang 34 20 0 31 May 2021
Improving Faithfulness in Abstractive Summarization with Contrast Candidate Generation and Selection Sihao Chen Fan Zhang Kazoo Sone Dan Roth HILM 47 104 0 19 Apr 2021
Controlling Hallucinations at Word Level in Data-to-Text Generation Clément Rebuffel Marco Roberti Laure Soulier Geoffrey Scoutheeten R. Cancelliere Patrick Gallinari 16 66 0 04 Feb 2021