Entity-Based Knowledge Conflicts in Question Answering

10 September 2021

Papers citing "Entity-Based Knowledge Conflicts in Question Answering"

42 / 42 papers shown

Title
Quantifying Memorization and Retriever Performance in Retrieval-Augmented Vision-Language Models Peter Carragher Abhinand Jha R Raghav Kathleen M. Carley RALM 96 0 0 20 Feb 2025
Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models Yanwen Huang Yong Zhang Ning Cheng Zhitao Li Shaojun Wang Jing Xiao 125 0 0 02 Jan 2025
A Reality Check on Context Utilisation for Retrieval-Augmented Generation Lovisa Hagström Sara Vera Marjanović Haeun Yu Arnav Arora Christina Lioma Maria Maistro Pepa Atanasova Isabelle Augenstein 162 1 0 22 Dec 2024
Controllable Context Sensitivity and the Knob Behind It Julian Minder Kevin Du Niklas Stoehr Giovanni Monea Chris Wendler Robert West Ryan Cotterell KELM 87 5 0 11 Nov 2024
Do Robot Snakes Dream like Electric Sheep? Investigating the Effects of Architectural Inductive Biases on Hallucination Jerry Huang Prasanna Parthasarathi Mehdi Rezagholizadeh Boxing Chen Sarath Chandar 112 0 0 22 Oct 2024
Analysing the Residual Stream of Language Models Under Knowledge Conflicts Yu Zhao Xiaotang Du Giwon Hong Aryo Pradipta Gema Alessio Devoto Hongru Wang Xuanli He Kam-Fai Wong Pasquale Minervini KELM 116 1 0 21 Oct 2024
Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering Yu Zhao Alessio Devoto Giwon Hong Xiaotang Du Aryo Pradipta Gema Hongru Wang Xuanli He Kam-Fai Wong Pasquale Minervini KELM LLMSV 82 25 0 21 Oct 2024
Teaching Models to Balance Resisting and Accepting Persuasion Elias Stengel-Eskin Peter Hase Joey Tianyi Zhou MU 49 5 0 18 Oct 2024
RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data Rewards Xinze Li Sen Mei Zhenghao Liu Yukun Yan Shuo Wang ... Haotian Chen Ge Yu Zhiyuan Liu Maosong Sun Chenyan Xiong 77 9 0 17 Oct 2024
Open Domain Question Answering with Conflicting Contexts Siyi Liu Qiang Ning Kishaloy Halder Wei Xiao Zheng Qi ... Yi Zhang Neha Anna John Bonan Min Yassine Benajiba Dan Roth LLMAG 99 3 0 16 Oct 2024
Bridging Today and the Future of Humanity: AI Safety in 2024 and Beyond Shanshan Han 129 1 0 09 Oct 2024
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows" Yifei Ming Senthil Purushwalkam Shrey Pandit Zixuan Ke Xuan-Phi Nguyen Caiming Xiong Shafiq Joty HILM 172 18 0 30 Sep 2024
AdaCAD: Adaptively Decoding to Balance Conflicts between Contextual and Parametric Knowledge Han Wang Archiki Prasad Elias Stengel-Eskin Joey Tianyi Zhou 105 6 0 11 Sep 2024
Claim Verification in the Age of Large Language Models: A Survey A. Dmonte Roland Oruche Marcos Zampieri Prasad Calyam Isabelle Augenstein 76 9 0 26 Aug 2024
Entropy-Based Decoding for Retrieval-Augmented Large Language Models Zexuan Qiu Zijing Ou Bin Wu Jingjing Li Aiwei Liu Irwin King KELM RALM 87 5 0 25 Jun 2024
ACCORD: Closing the Commonsense Measurability Gap François Roewer-Després Jinyue Feng Zining Zhu Frank Rudzicz LRM 72 0 0 04 Jun 2024
ClashEval: Quantifying the tug-of-war between an LLM's internal prior and external evidence Kevin Wu Eric Wu James Zou AAML 93 42 0 16 Apr 2024
A Glitch in the Matrix? Locating and Detecting Language Model Grounding with Fakepedia Giovanni Monea Maxime Peyrard Martin Josifoski Vishrav Chaudhary Jason Eisner Emre Kiciman Hamid Palangi Barun Patra Robert West KELM 93 12 0 04 Dec 2023
Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLP Anthony Chen Pallavi Gudipati Shayne Longpre Xiao Ling Sameer Singh 42 40 0 12 Jun 2021
Self-Supervised Test-Time Learning for Reading Comprehension Pratyay Banerjee Tejas Gokhale Chitta Baral SSL 45 29 0 20 Mar 2021
Get Your Vitamin C! Robust Fact Verification with Contrastive Evidence Tal Schuster Adam Fisch Regina Barzilay 65 231 0 15 Mar 2021
Hurdles to Progress in Long-form Question Answering Kalpesh Krishna Aurko Roy Mohit Iyyer 54 192 0 10 Mar 2021
Question and Answer Test-Train Overlap in Open-Domain Question Answering Datasets Patrick Lewis Pontus Stenetorp Sebastian Riedel OOD ELM 131 184 0 06 Aug 2020
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 108 1,141 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 544 41,106 0 28 May 2020
Dense Passage Retrieval for Open-Domain Question Answering Vladimir Karpukhin Barlas Oğuz Sewon Min Patrick Lewis Ledell Yu Wu Sergey Edunov Danqi Chen Wen-tau Yih RALM 149 3,676 0 10 Apr 2020
Entity-Switched Datasets: An Approach to Auditing the In-Domain Robustness of Named Entity Recognition Models Oshin Agarwal Yinfei Yang Byron C. Wallace A. Nenkova 38 23 0 08 Apr 2020
"You are grounded!": Latent Name Artifacts in Pre-trained Language Models Vered Shwartz Rachel Rudinger Oyvind Tafjord 40 50 0 06 Apr 2020
How Much Knowledge Can You Pack Into the Parameters of a Language Model? Adam Roberts Colin Raffel Noam M. Shazeer KELM 82 886 0 10 Feb 2020
REALM: Retrieval-Augmented Language Model Pre-Training Kelvin Guu Kenton Lee Zora Tung Panupong Pasupat Ming-Wei Chang RALM 96 2,050 0 10 Feb 2020
An Exploration of Data Augmentation and Sampling Techniques for Domain-Agnostic Question Answering Shayne Longpre Yi Lu Zhucheng Tu Christopher DuBois 47 70 0 04 Dec 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 335 19,824 0 23 Oct 2019
MRQA 2019 Shared Task: Evaluating Generalization in Reading Comprehension Adam Fisch Alon Talmor Robin Jia Minjoon Seo Eunsol Choi Danqi Chen 52 304 0 22 Oct 2019
Learning the Difference that Makes a Difference with Counterfactually-Augmented Data Divyansh Kaushik Eduard H. Hovy Zachary Chase Lipton CML 65 567 0 26 Sep 2019
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 545 2,639 0 03 Sep 2019
Improving Generalization in Coreference Resolution via Adversarial Training Sanjay Subramanian Dan Roth OOD NAI 34 15 0 13 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 467 24,160 0 26 Jul 2019
Adversarial Over-Sensitivity and Over-Stability Strategies for Dialogue Models Tong Niu Joey Tianyi Zhou AAML 42 85 0 06 Sep 2018
Towards Linguistically Generalizable NLP Systems: A Workshop and Shared Task Allyson Ettinger Sudha Rao Hal Daumé Emily M. Bender FedML 36 94 0 04 Nov 2017
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 105 2,003 0 31 Mar 2017
NewsQA: A Machine Comprehension Dataset Adam Trischler Tong Wang Xingdi Yuan Justin Harris Alessandro Sordoni Philip Bachman Kaheer Suleman 74 891 0 29 Nov 2016
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 182 8,067 0 16 Jun 2016