Towards Robust Temporal Reasoning of Large Language Models via a
Multi-Hop QA Dataset and Pseudo-Instruction Tuning

Towards Robust Temporal Reasoning of Large Language Models via a Multi-Hop QA Dataset and Pseudo-Instruction Tuning

16 November 2023

Hwee Tou Ng

Papers citing "Towards Robust Temporal Reasoning of Large Language Models via a Multi-Hop QA Dataset and Pseudo-Instruction Tuning"

14 / 14 papers shown

Title
Date Fragments: A Hidden Bottleneck of Tokenization for Temporal Reasoning Gagan Bhatia Maxime Peyrard Wei Zhao 31 0 0 22 May 2025
DateLogicQA: Benchmarking Temporal Biases in Large Language Models Gagan Bhatia MingZe Tang Cristina Mahanta Madiha Kazi 106 0 0 17 Dec 2024
RoMQA: A Benchmark for Robust, Multi-evidence, Multi-answer Question Answering Victor Zhong Weijia Shi Wen-tau Yih Luke Zettlemoyer 83 21 0 25 Oct 2022
RealTime QA: What's the Answer Right Now? Jungo Kasai Keisuke Sakaguchi Yoichi Takahashi Ronan Le Bras Akari Asai Xinyan Velocity Yu Dragomir R. Radev Noah A. Smith Yejin Choi Kentaro Inui KELM 109 192 0 27 Jul 2022
Improving Time Sensitivity for Question Answering over Temporal Knowledge Graphs Chao Shang Guangtao Wang Peng Qi Jing Huang 39 46 0 01 Mar 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 150 892 0 16 Dec 2021
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 104 3,723 0 03 Sep 2021
A Dataset for Answering Time-Sensitive Questions Wenhu Chen Xinyi Wang Wenjie Wang 75 126 0 13 Aug 2021
Time-Aware Language Models as Temporal Knowledge Bases Bhuwan Dhingra Jeremy R. Cole Julian Martin Eisenschlos D. Gillick Jacob Eisenstein William W. Cohen KELM 86 278 0 29 Jun 2021
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 355 20,053 0 23 Oct 2019
"Going on a vacation" takes longer than "Going for a walk": A Study of Temporal Commonsense Understanding Ben Zhou Daniel Khashabi Qiang Ning Dan Roth AIMat 79 196 0 06 Sep 2019
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 143 2,635 0 25 Sep 2018
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset Payal Bajaj Daniel Fernando Campos Nick Craswell Li Deng Jianfeng Gao ... Mir Rosenberg Xia Song Alina Stoica Saurabh Tiwary Tong Wang RALM 129 2,721 0 28 Nov 2016
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 212 8,113 0 16 Jun 2016