Active Learning Principles for In-Context Learning with Large Language Models

23 May 2023

Papers citing "Active Learning Principles for In-Context Learning with Large Language Models"

41 / 41 papers shown

Title
Have LLMs Made Active Learning Obsolete? Surveying the NLP Community Julia Romberg Christopher Schröder Julius Gonsior Katrin Tomanek Fredrik Olsson 67 0 0 12 Mar 2025
Active Learning for Direct Preference Optimization B. Kveton Xintong Li Julian McAuley Ryan Rossi Jingbo Shang Junda Wu Tong Yu 56 1 0 03 Mar 2025
CER: Confidence Enhanced Reasoning in LLMs Ali Razghandi Seyed Mohsen Hosseini Mahdieh Soleymani Baghshah LRM 98 2 0 21 Feb 2025
COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Arnav M. Das Gantavya Bhatt Lilly Kumari Sahil Verma J. Bilmes 29 0 0 23 Dec 2024
From Generation to Judgment: Opportunities and Challenges of LLM-as-a-judge Dawei Li Bohan Jiang Liangjie Huang Alimohammad Beigi Chengshuai Zhao ... Canyu Chen Tianhao Wu Kai Shu Lu Cheng Huan Liu ELM AILaw 120 65 0 25 Nov 2024
The Promises and Pitfalls of LLM Annotations in Dataset Labeling: a Case Study on Media Bias Detection Tomas Horych Christoph Mandl Terry Ruas André Greiner-Petter Bela Gipp Akiko Aizawa Timo Spinde 96 4 0 17 Nov 2024
DISCERN: Decoding Systematic Errors in Natural Language for Text Classifiers Rakesh R Menon Shashank Srivastava 26 1 0 29 Oct 2024
Mitigating Biases to Embrace Diversity: A Comprehensive Annotation Benchmark for Toxic Language Xinmeng Hou 24 1 0 17 Oct 2024
Diversify and Conquer: Diversity-Centric Data Selection with Iterative Refinement Simon Yu Liangyu Chen Sara Ahmadian Marzieh Fadaee 29 6 0 17 Sep 2024
Fine-tuning Large Language Models for Entity Matching Aaron Steiner R. Peeters Christian Bizer LRM 34 5 0 12 Sep 2024
Effective Demonstration Annotation for In-Context Learning via Language Model-Based Determinantal Point Process Peng Wang Xiaobin Wang Chao Lou Shengyu Mao Pengjun Xie Yong-jia Jiang 52 0 0 04 Aug 2024
Multiple Sources are Better Than One: Incorporating External Knowledge in Low-Resource Glossing Changbing Yang Garrett Nicolai Miikka Silfverberg 32 1 0 16 Jun 2024
Learning from Natural Language Explanations for Generalizable Entity Matching Somin Wadhwa Adit Krishnan Runhui Wang Byron C. Wallace Chris Kong LRM 42 3 0 13 Jun 2024
A Survey on Deep Active Learning: Recent Advances and New Frontiers Dongyuan Li Zhen Wang Yankai Chen Renhe Jiang Weiping Ding Manabu Okumura 44 20 0 01 May 2024
Experimental Design for Active Transductive Inference in Large Language Models Subhojyoti Mukherjee Anusha Lalitha Aniket Deshmukh Ge Liu Yifei Ma B. Kveton LRM 35 1 0 12 Apr 2024
Automate Knowledge Concept Tagging on Math Questions with LLMs Hang Li Tianlong Xu Jiliang Tang Qingsong Wen 40 3 0 26 Mar 2024
Causal Prompting: Debiasing Large Language Model Prompting based on Front-Door Adjustment Congzhi Zhang Linhai Zhang Jialong Wu Deyu Zhou Guoqiang Xu CML AI4CE LRM 44 15 0 05 Mar 2024
Active Preference Learning for Large Language Models William Muldrew Peter Hayes Mingtian Zhang David Barber 31 16 0 12 Feb 2024
Empowering Language Models with Active Inquiry for Deeper Understanding Jing-Cheng Pang Heng-Bo Fan Pengyuan Wang Jia-Hao Xiao Nan Tang Si-Hang Yang Chengxing Jia Sheng-Jun Huang Yang Yu 16 5 0 06 Feb 2024
Position: Bayesian Deep Learning is Needed in the Age of Large-Scale AI Theodore Papamarkou Maria Skoularidou Konstantina Palla Laurence Aitchison Julyan Arbel ... David Rügamer Yee Whye Teh Max Welling Andrew Gordon Wilson Ruqi Zhang UQCV BDL 40 27 0 01 Feb 2024
Actor Identification in Discourse: A Challenge for LLMs? Ana Barić Sean Papay Sebastian Padó 35 1 0 01 Feb 2024
Active Learning for NLP with Large Language Models Xuesong Wang 23 0 0 14 Jan 2024
Cost-Effective In-Context Learning for Entity Resolution: A Design Space Exploration Meihao Fan Xiaoyue Han Ju Fan Chengliang Chai Nan Tang Guoliang Li Xiaoyong Du 27 5 0 07 Dec 2023
Take One Step at a Time to Know Incremental Utility of Demonstration: An Analysis on Reranking for Few-Shot In-Context Learning Kazuma Hashimoto K. Raman Michael Bendersky 35 2 0 16 Nov 2023
Enhancing Machine Translation through Advanced In-Context Learning: A Methodological Strategy for GPT-4 Improvement Yufeng Chen 23 3 0 15 Nov 2023
Ambiguity-Aware In-Context Learning with Large Language Models Lingyu Gao Aditi Chaudhary Krishna Srinivasan Kazuma Hashimoto K. Raman Michael Bendersky 19 7 0 14 Sep 2023
Large Language Models as Annotators: Enhancing Generalization of NLP Models at Minimal Cost Parikshit Bansal Amit Sharma 38 40 0 27 Jun 2023
ActiveGLAE: A Benchmark for Deep Active Learning with Transformers Lukas Rauch Matthias Aßenmacher Denis Huseljic Moritz Wirth Bernd Bischl Bernhard Sick 36 11 0 16 Jun 2023
On the Limitations of Simulating Active Learning Katerina Margatina Nikolaos Aletras 29 11 0 21 May 2023
Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMs Hongru Wang Rui Wang Fei Mi Yang Deng Zezhong Wang Bin Liang Ruifeng Xu Kam-Fai Wong LRM 27 54 0 19 May 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 289 3,003 0 22 Mar 2023
Can Large Language Models Truly Understand Prompts? A Case Study with Negated Prompts Joel Jang Seonghyeon Ye Minjoon Seo ELM LRM 95 64 0 26 Sep 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators W. Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng-Long Jiang RALM AIMat 226 321 0 21 Sep 2022
Text and Patterns: For Effective Chain of Thought, It Takes Two to Tango Aman Madaan Amir Yazdanbakhsh LRM 146 116 0 16 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 313 11,915 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 355 8,457 0 28 Jan 2022
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 211 179 0 18 Apr 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 279 1,120 0 18 Apr 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 275 1,312 0 17 Jan 2021
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,587 0 21 Jan 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,956 0 20 Apr 2018