Cross-Task Generalization via Natural Language Crowdsourcing Instructions

18 April 2021

Daniel Khashabi

Papers citing "Cross-Task Generalization via Natural Language Crowdsourcing Instructions"

50 / 562 papers shown

Title
Mechanistic Fine-tuning for In-context Learning Hakaze Cho Peng Luo Mariko Kato Rin Kaenbyou Naoya Inoue 9 0 0 20 May 2025
What Prompts Don't Say: Understanding and Managing Underspecification in LLM Prompts Chenyang Yang Y. Shi Qianou Ma Michael Xieyang Liu Christian Kastner Tongshuang Wu 9 0 0 19 May 2025
Prompt Stability Matters: Evaluating and Optimizing Auto-Generated Prompt in General-Purpose Systems Ke Chen Yufei Zhou Xitong Zhang Haohan Wang 4 0 0 19 May 2025
Fast RoPE Attention: Combining the Polynomial Method and Fast Fourier Transform Josh Alman Zhao Song 15 0 0 17 May 2025
Do different prompting methods yield a common task representation in language models? Guy Davidson Todd M. Gureckis Brenden M. Lake Adina Williams 2 0 0 17 May 2025
WorldView-Bench: A Benchmark for Evaluating Global Cultural Perspectives in Large Language Models Abdullah Mushtaq Imran Taj Rafay Naeem Ibrahim Ghaznavi Junaid Qadir 26 0 0 14 May 2025
REFINE-AF: A Task-Agnostic Framework to Align Language Models via Self-Generated Instructions using Reinforcement Learning from Automated Feedback Aniruddha Roy Pretam Ray Abhilash Nandy Somak Aditya Pawan Goyal ALM 34 0 0 10 May 2025
Evaluating Vision Language Model Adaptations for Radiology Report Generation in Low-Resource Languages Marco Salmè R. Sicilia Paolo Soda V. Guarrasi 186 0 0 02 May 2025
Beyond the Last Answer: Your Reasoning Trace Uncovers More than You Think Hasan Hammoud Hani Itani Guohao Li ReLM LRM 80 1 0 29 Apr 2025
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks Yixin Cao Shibo Hong Xuzhao Li Jiahao Ying Yubo Ma ... Juanzi Li Aixin Sun Xuanjing Huang Tat-Seng Chua Tianwei Zhang ALM ELM 91 2 0 26 Apr 2025
A Post-trainer's Guide to Multilingual Training Data: Uncovering Cross-lingual Transfer Dynamics Luísa Shimabucoro Ahmet Üstün Marzieh Fadaee Sebastian Ruder 27 0 0 23 Apr 2025
Instruction-Tuning Data Synthesis from Scratch via Web Reconstruction Yuxin Jiang Yufei Wang Chuhan Wu Xinyi Dai Yan Xu ... Yucheng Wang Xin Jiang Lifeng Shang R. Tang Wei Wang 36 0 0 22 Apr 2025
MAIN: Mutual Alignment Is Necessary for instruction tuning Fanyi Yang Jianfeng Liu Xinsong Zhang Haoyu Liu Xixin Cao Yuefeng Zhan H. Sun Weiwei Deng Feng Sun Qi Zhang ALM 27 0 0 17 Apr 2025
Detecting Instruction Fine-tuning Attack on Language Models with Influence Function Jiawei Li TDI AAML 47 0 0 12 Apr 2025
LSR-MCTS: Alleviating Long Range Dependency in Code Generation Tingwei Lu Yangning Li Liyuan Wang Binghuai Lin Jiwei Tang ... Wanshi Xu Hai-Tao Zheng Yinghui Li Xin Su Zifei Shan LLMAG 75 0 0 10 Apr 2025
Towards LLMs Robustness to Changes in Prompt Format Styles Lilian Ngweta Kiran Kate Jason Tsay Sadhana Kumaravel AAML VLM 37 0 0 09 Apr 2025
Generative Linguistics, Large Language Models, and the Social Nature of Scientific Success Sophie Hao ELM AI4CE 56 0 0 25 Mar 2025
Theoretical Foundation of Flow-Based Time Series Generation: Provable Approximation, Generalization, and Efficiency Jiangxuan Long Zhao Song Chiwun Yang AI4TS 204 0 0 18 Mar 2025
Through the Magnifying Glass: Adaptive Perception Magnification for Hallucination-Free VLM Decoding Shunqi Mao Chaoyi Zhang Weidong Cai MLLM 190 0 0 13 Mar 2025
Theoretical Guarantees for High Order Trajectory Refinement in Generative Flows Chengyue Gong Xiaoyu Li Yingyu Liang Jiangxuan Long Zhenmei Shi Zhao Song Yu Tian 56 3 0 12 Mar 2025
Position: Model Collapse Does Not Mean What You Think Rylan Schaeffer Joshua Kazdan Alvan Caleb Arulandu Sanmi Koyejo 73 0 0 05 Mar 2025
Effective LLM Knowledge Learning via Model Generalization Mingkang Zhu Xi Chen Zihan Wang Bei Yu Hengshuang Zhao Jiaya Jia 65 0 0 05 Mar 2025
LLM as GNN: Graph Vocabulary Learning for Text-Attributed Graph Foundation Models Xi Zhu Haochen Xue Ziwei Zhao Wujiang Xu Jingyuan Huang Minghao Guo Qifan Wang Kaixiong Zhou Yongfeng Zhang 67 2 0 05 Mar 2025
Do GFlowNets Transfer? Case Study on the Game of 24/42 Adesh Gupta Abhinav Kumar Mansi Gupta Paras Chopra 105 0 0 03 Mar 2025
Control Illusion: The Failure of Instruction Hierarchies in Large Language Models Yilin Geng Yiming Li Honglin Mu Xudong Han Timothy Baldwin Omri Abend Eduard H. Hovy Lea Frermann 41 2 0 21 Feb 2025
Synthesizing Post-Training Data for LLMs through Multi-Agent Simulation Shuo Tang Xianghe Pang Zexi Liu Bohan Tang Guangyi Liu Xiaowen Dong Yanjie Wang Yanfeng Wang Tian Jin SyDa LLMAG 135 4 0 21 Feb 2025
Blessing of Multilinguality: A Systematic Analysis of Multilingual In-Context Learning Yilei Tu Andrew Xue Freda Shi 49 0 0 17 Feb 2025
QExplorer: Large Language Model Based Query Extraction for Toxic Content Exploration Shaola Ren Li Ke Longtao Huang Dehong Gao Hui Xue 41 0 0 06 Feb 2025
Evaluation of Large Language Models via Coupled Token Generation N. C. Benz Stratis Tsirtsis Eleni Straitouri Ivi Chatzi Ander Artola Velasco Suhas Thejaswi Manuel Gomez Rodriguez 51 0 0 03 Feb 2025
Memory-Efficient Fine-Tuning of Transformers via Token Selection Antoine Simoulin Namyong Park Xiaoyi Liu Grey Yang 115 0 0 31 Jan 2025
FlanEC: Exploring Flan-T5 for Post-ASR Error Correction Moreno La Quatra Valerio Mario Salerno Yu Tsao Sabato Marco Siniscalchi 99 0 0 22 Jan 2025
Exploring Iterative Enhancement for Improving Learnersourced Multiple-Choice Question Explanations with Large Language Models Qiming Bao Juho Leinonen A. Peng Wanjun Zhong Gaël Gendron Tim Pistotti Alice Huang Paul Denny Michael Witbrock Jing Liu AI4Ed LRM 181 1 0 20 Jan 2025
Assessing and Enhancing the Robustness of Large Language Models with Task Structure Variations for Logical Reasoning Qiming Bao Gaël Gendron A. Peng Wanjun Zhong N. Tan Yang Chen Michael Witbrock Qingbin Liu LRM ELM 73 2 0 20 Jan 2025
LogLM: From Task-based to Instruction-based Automated Log Analysis Yilun Liu Yuhe Ji Shimin Tao Minggui He Weibin Meng Shenglin Zhang Yongqian Sun Yuming Xie Boxing Chen Hao Yang 47 2 0 10 Jan 2025
Using Instruction-Tuned Large Language Models to Identify Indicators of Vulnerability in Police Incident Narratives Sam Relins Daniel Birks Charlie Lloyd 74 0 0 16 Dec 2024
Reinforcement Learning Enhanced LLMs: A Survey Shuhe Wang Shengyu Zhang Jingyang Zhang Runyi Hu Xiaoya Li Tianwei Zhang Jiwei Li Fei Wu G. Wang Eduard H. Hovy OffRL 134 7 0 05 Dec 2024
SentiXRL: An advanced large language Model Framework for Multilingual Fine-Grained Emotion Classification in Complex Text Environment Jie Wang Yichen Wang Zhilin Zhang Jianhao Zeng Kaidi Wang Zhiyang Chen 72 0 0 27 Nov 2024
DELIFT: Data Efficient Language model Instruction Fine Tuning Ishika Agarwal Krishnateja Killamsetty Lucian Popa Marina Danilevksy ALM VLM 58 3 0 07 Nov 2024
A Bayesian Approach to Data Point Selection Xinnuo Xu Minyoung Kim Royson Lee Brais Martínez Timothy M. Hospedales 35 0 0 06 Nov 2024
TODO: Enhancing LLM Alignment with Ternary Preferences Yuxiang Guo Lu Yin Bo Jiang Jiaqi Zhang 38 1 0 02 Nov 2024
Focus On This, Not That! Steering LLMs With Adaptive Feature Specification Tom A. Lamb Adam Davies Alasdair Paren Philip Torr Francesco Pinto 52 0 0 30 Oct 2024
Layer by Layer: Uncovering Where Multi-Task Learning Happens in Instruction-Tuned Large Language Models Zheng Zhao Yftah Ziser Shay B. Cohen 33 0 0 25 Oct 2024
Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies Liwen Wang Sheng Chen Linnan Jiang Shu Pan Runze Cai Sen Yang Fei Yang 49 3 0 24 Oct 2024
MotionGlot: A Multi-Embodied Motion Generation Model Sudarshan Harithas Srinath Sridhar 82 1 0 22 Oct 2024
Compute-Constrained Data Selection Junjie Oscar Yin Alexander M. Rush 39 0 0 21 Oct 2024
Improving Instruction-Following in Language Models through Activation Steering Alessandro Stolfo Vidhisha Balachandran Safoora Yousefi Eric Horvitz Besmira Nushi LLMSV 64 17 0 15 Oct 2024
Bypassing the Exponential Dependency: Looped Transformers Efficiently Learn In-context by Multi-step Gradient Descent Bo Chen Xiaoyu Li Yingyu Liang Zhenmei Shi Zhao Song 96 20 0 15 Oct 2024
WILT: A Multi-Turn, Memorization-Robust Inductive Logic Benchmark for LLMs Eryk Banatt Jonathan Cheng Skanda Vaidyanath Tiffany Hwu LRM 36 0 0 14 Oct 2024
VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment Lei Li Zhihui Xie Mukai Li Shunian Chen Peiyi Wang L. Chen Yazheng Yang Benyou Wang Lingpeng Kong Qiang Liu VLM ALM 36 17 0 12 Oct 2024
PoisonBench: Assessing Large Language Model Vulnerability to Data Poisoning Tingchen Fu Mrinank Sharma Philip Torr Shay B. Cohen David M. Krueger Fazl Barez AAML 50 7 0 11 Oct 2024