A Dataset of Information-Seeking Questions and Answers Anchored in Research Papers

7 May 2021

Kyle Lo

Arman Cohan

Papers citing "A Dataset of Information-Seeking Questions and Answers Anchored in Research Papers"

50 / 203 papers shown

Title
SciDaSynth: Interactive Structured Knowledge Extraction and Synthesis from Scientific Literature with Large Language Model Xingbo Wang S. Huey Rui Sheng Saurabh Mehta Fei Wang 36 4 0 21 Apr 2024
ISQA: Informative Factuality Feedback for Scientific Summarization Zekai Li Yanxia Qin Qian Liu Min-Yen Kan HILM 32 1 0 20 Apr 2024
Characterizing LLM Abstention Behavior in Science QA with Context Perturbations Bingbing Wen Bill Howe Lucy Lu Wang 23 8 0 18 Apr 2024
Megalodon: Efficient LLM Pretraining and Inference with Unlimited Context Length Xuezhe Ma Xiaomeng Yang Wenhan Xiong Beidi Chen Lili Yu Hao Zhang Jonathan May Luke Zettlemoyer Omer Levy Chunting Zhou 53 27 0 12 Apr 2024
LLoCO: Learning Long Contexts Offline Sijun Tan Xiuyu Li Shishir G. Patil Ziyang Wu Tianjun Zhang Kurt Keutzer Joseph E. Gonzalez Raluca A. Popa RALM OffRL LLMAG 38 6 0 11 Apr 2024
DesignQA: A Multimodal Benchmark for Evaluating Large Language Models' Understanding of Engineering Documentation Anna C. Doris Daniele Grandi Ryan Tomich Md Ferdous Alam Hyunmin Cheong Faez Ahmed 41 14 0 11 Apr 2024
Ada-LEval: Evaluating long-context LLMs with length-adaptable benchmarks Chonghua Wang Haodong Duan Songyang Zhang Dahua Lin Kai-xiang Chen ELM 26 17 0 09 Apr 2024
Long-context LLMs Struggle with Long In-context Learning Tianle Li Ge Zhang Quy Duc Do Xiang Yue Wenhu Chen 45 156 0 02 Apr 2024
LimGen: Probing the LLMs for Generating Suggestive Limitations of Research Papers Abdur Rahman Bin Md Faizullah Ashok Urlana Rahul Mishra 33 3 0 22 Mar 2024
Acceleron: A Tool to Accelerate Research Ideation Harshit Nigam Manasi S. Patwardhan L. Vig Gautam M. Shroff 38 6 0 07 Mar 2024
KIWI: A Dataset of Knowledge-Intensive Writing Instructions for Answering Research Questions Fangyuan Xu Kyle Lo Luca Soldaini Bailey Kuehl Eunsol Choi David Wadden 32 6 0 06 Mar 2024
Training-Free Long-Context Scaling of Large Language Models Chen An Fei Huang Jun Zhang Shansan Gong Xipeng Qiu Chang Zhou Lingpeng Kong ALM LRM 32 34 0 27 Feb 2024
Long-Context Language Modeling with Parallel Context Encoding Howard Yen Tianyu Gao Danqi Chen 33 43 0 26 Feb 2024
FanOutQA: A Multi-Hop, Multi-Document Question Answering Benchmark for Large Language Models Andrew Zhu Alyssa Hwang Liam Dugan Chris Callison-Burch ELM 40 0 0 21 Feb 2024
$$\infty$Bench: Extending Long Context Evaluation Beyond 100K Tokens$ $\infty$ Bench: Extending Long Context Evaluation Beyond 100K Tokens Xinrong Zhang Yingfa Chen Shengding Hu Zihang Xu Junhao Chen ... Xu Han Zhen Leng Thai Shuo Wang Zhiyuan Liu Maosong Sun RALM LRM 36 148 0 21 Feb 2024
LongWanjuan: Towards Systematic Measurement for Long Text Quality Kai Lv Xiaoran Liu Qipeng Guo Hang Yan Conghui He Xipeng Qiu Dahua Lin 33 4 0 21 Feb 2024
WKVQuant: Quantizing Weight and Key/Value Cache for Large Language Models Gains More Yuxuan Yue Zhihang Yuan Haojie Duanmu Sifan Zhou Jianlong Wu Liqiang Nie MQ 32 41 0 19 Feb 2024
BGE Landmark Embedding: A Chunking-Free Embedding Method For Retrieval Augmented Long-Context Large Language Models Kun Luo Zheng Liu Shitao Xiao Kang Liu 34 11 0 18 Feb 2024
Grounding Language Model with Chunking-Free In-Context Retrieval Hongjin Qian Zheng Liu Kelong Mao Yujia Zhou Zhicheng Dou 41 14 0 15 Feb 2024
Benchmarking and Building Long-Context Retrieval Models with LoCo and M2-BERT Jon Saad-Falcon Daniel Y. Fu Simran Arora Neel Guha Christopher Ré RALM 32 15 0 12 Feb 2024
AMOR: A Recipe for Building Adaptable Modular Knowledge Agents Through Process Feedback Jian-Yu Guan Wei Yu Wu Zujie Wen Peng Xu Hongning Wang Minlie Huang LRM 21 16 0 02 Feb 2024
Nomic Embed: Training a Reproducible Long Context Text Embedder Zach Nussbaum John X. Morris Brandon Duderstadt Andriy Mulyar 19 93 0 02 Feb 2024
RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval Parth Sarthi Salman Abdullah Aditi Tuli Shubh Khanna Anna Goldie Christopher D. Manning RALM 19 122 0 31 Jan 2024
Document Structure in Long Document Transformers Jan Buchmann Max Eichler Jan-Micha Bodensohn Ilia Kuznetsov Iryna Gurevych 13 2 0 31 Jan 2024
InfoLossQA: Characterizing and Recovering Information Loss in Text Simplification Jan Trienes Sebastian Antony Joseph Jorg Schlotterer Christin Seifert Kyle Lo Wei Xu Byron C. Wallace Junyi Jessy Li 36 6 0 29 Jan 2024
Two Stones Hit One Bird: Bilevel Positional Encoding for Better Length Extrapolation Zhenyu He Guhao Feng Shengjie Luo Kai-Bo Yang Liwei Wang Jingjing Xu Zhi Zhang Hongxia Yang Di He 19 13 0 29 Jan 2024
PROXYQA: An Alternative Framework for Evaluating Long-Form Text Generation with Large Language Models Haochen Tan Zhijiang Guo Zhan Shi Lu Xu Zhili Liu ... Xiaoguang Li Yasheng Wang Lifeng Shang Qun Liu Linqi Song 33 12 0 26 Jan 2024
Transformers are Multi-State RNNs Matanel Oren Michael Hassid Nir Yarden Yossi Adi Roy Schwartz OffRL 24 34 0 11 Jan 2024
Structured Packing in LLM Training Improves Long Context Utilization Konrad Staniszewski Szymon Tworkowski Sebastian Jaszczur Yu Zhao Henryk Michalewski Lukasz Kuciñski Piotr Milo's 41 13 0 28 Dec 2023
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 54 1,509 1 18 Dec 2023
Extending Context Window of Large Language Models via Semantic Compression WeiZhi Fei Xueyan Niu Pingyi Zhou Lu Hou Bo Bai Lei Deng Wei Han 26 26 0 15 Dec 2023
Zebra: Extending Context Window with Layerwise Grouped Local-Global Attention Kaiqiang Song Xiaoyang Wang Sangwoo Cho Xiaoman Pan Dong Yu 29 7 0 14 Dec 2023
SCCA: Shifted Cross Chunk Attention for long contextual semantic expansion Yuxiang Guo 12 0 0 12 Dec 2023
Towards leveraging LLMs for Conditional QA Syed-Amad Hussain Parag Dakle SaiKrishna Rallabandi Preethi Raghavan ELM 13 2 0 02 Dec 2023
ChatGPT's One-year Anniversary: Are Open-Source Large Language Models Catching up? Hailin Chen Fangkai Jiao Xingxuan Li Chengwei Qin Mathieu Ravaut Ruochen Zhao Caiming Xiong Shafiq R. Joty ELM CLL AI4MH LRM ALM 85 27 0 28 Nov 2023
Drilling Down into the Discourse Structure with LLMs for Long Document Question Answering Inderjeet Nair Shwetha Somasundaram Apoorv Saxena Koustava Goswami RALM 29 8 0 22 Nov 2023
LIMIT: Less Is More for Instruction Tuning Across Evaluation Paradigms Aditi Jha Sam Havens Jeremey Dohmann Alex Trott Jacob P. Portes ALM 19 11 0 22 Nov 2023
Camels in a Changing Climate: Enhancing LM Adaptation with Tulu 2 Hamish Ivison Yizhong Wang Valentina Pyatkin Nathan Lambert Matthew E. Peters ... Joel Jang David Wadden Noah A. Smith Iz Beltagy Hanna Hajishirzi ALM ELM 24 180 0 17 Nov 2023
KTRL+F: Knowledge-Augmented In-Document Search Hanseok Oh Haebin Shin Miyoung Ko Hyunji Lee Minjoon Seo 14 3 0 14 Nov 2023
All Data on the Table: Novel Dataset and Benchmark for Cross-Modality Scientific Information Extraction Yuhan Li Jian Wu Zhiwei Yu Börje F. Karlsson Wei Shen Manabu Okumura Chin-Yew Lin 19 1 0 14 Nov 2023
Identifying and Mitigating Vulnerabilities in LLM-Integrated Applications Fengqing Jiang Zhangchen Xu Luyao Niu Boxin Wang Jinyuan Jia Bo Li Radha Poovendran AAML 13 18 0 07 Nov 2023
Extending Input Contexts of Language Models through Training on Segmented Sequences Petros Karypis Julian McAuley George Karypis 22 0 0 23 Oct 2023
AutoMix: Automatically Mixing Language Models Pranjal Aggarwal Aman Madaan Ankit Anand Srividya Pranavi Potharaju Swaroop Mishra ... Karthik Kappaganthu Yiming Yang Shyam Upadhyay Manaal Faruqui Mausam 40 17 0 19 Oct 2023
Retrieval meets Long Context Large Language Models Peng-Tao Xu Wei Ping Xianchao Wu Lawrence C. McAfee Chen Zhu Zihan Liu Sandeep Subramanian Evelina Bakhturina M. Shoeybi Bryan Catanzaro RALM LRM 14 79 0 04 Oct 2023
Efficient Streaming Language Models with Attention Sinks Michel Lang Yuandong Tian Beidi Chen Song Han Mike Lewis AI4TS RALM 25 639 0 29 Sep 2023
Effective Long-Context Scaling of Foundation Models Wenhan Xiong Jingyu Liu Igor Molybog Hejia Zhang Prajjwal Bhargava ... Dániel Baráth Sergey Edunov Mike Lewis Sinong Wang Hao Ma 29 204 0 27 Sep 2023
BAMBOO: A Comprehensive Benchmark for Evaluating Long Text Modeling Capacities of Large Language Models Zican Dong Tianyi Tang Junyi Li Wayne Xin Zhao Ji-Rong Wen RALM ALM 23 34 0 23 Sep 2023
Unlocking Model Insights: A Dataset for Automated Model Card Generation Shruti Singh Hitesh Lodwal Husain Malwat Rakesh Thakur Mayank Singh SyDa 19 3 0 22 Sep 2023
PDFTriage: Question Answering over Long, Structured Documents Jon Saad-Falcon Joe Barrow Alexa F. Siu A. Nenkova David Seunghyun Yoon Ryan A. Rossi Franck Dernoncourt RALM 22 19 0 16 Sep 2023
Headless Language Models: Learning without Predicting with Contrastive Weight Tying Nathan Godey Eric Villemonte de la Clergerie Benoît Sagot 29 3 0 15 Sep 2023