Goal Driven Discovery of Distributional Differences via Language Descriptions

28 February 2023

Ruiqi Zhong

Papers citing "Goal Driven Discovery of Distributional Differences via Language Descriptions"

43 / 43 papers shown

Title
Towards Artificial Intelligence Research Assistant for Expert-Involved Learning Tianyu Liu Simeng Han Xiao Luo H. Wang Pan Lu ... Arman Cohan Hua Xu Mark B. Gerstein James Zou Hongyu Zhao 37 0 0 03 May 2025
Never Start from Scratch: Expediting On-Device LLM Personalization via Explainable Model Selection Haoming Wang Boyuan Yang Xiangyu Yin Wei Gao 28 0 0 15 Apr 2025
Visual Chronicles: Using Multimodal LLMs to Analyze Massive Collections of Images Boyang Deng Songyou Peng Kyle Genova Gordon Wetzstein Noah Snavely Leonidas J. Guibas Thomas Funkhouser HAI 89 0 0 11 Apr 2025
ConceptCarve: Dynamic Realization of Evidence Eylon Caplan Dan Goldwasser 21 0 0 09 Apr 2025
EvalTree: Profiling Language Model Weaknesses via Hierarchical Capability Trees Zhiyuan Zeng Yizhong Wang Hannaneh Hajishirzi Pang Wei Koh ELM 53 3 0 11 Mar 2025
Causal Inference on Outcomes Learned from Text Iman Modarressi Jann Spiess A. Venugopal CML SyDa 47 0 0 02 Mar 2025
Dataset Featurization: Uncovering Natural Language Features through Unsupervised Data Reconstruction Michal Bravansky Vaclav Kubon Suhas Hariharan Robert Kirk 64 0 0 24 Feb 2025
SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?$ Samuel Miserendino M. Wang Tejal Patwardhan Johannes Heidecke 43 17 0 17 Feb 2025
Learning to Generate Research Idea with Dynamic Control Ruochen Li Liqiang Jing Chi Han Jiawei Zhou Xinya Du LRM 87 3 0 19 Dec 2024
On the Role of Model Prior in Real-World Inductive Reasoning Zhuo Liu Ding Yu Hangfeng He LRM 74 0 0 18 Dec 2024
Bayesian Concept Bottleneck Models with LLM Priors Jean Feng Avni Kothari Luke Zier Chandan Singh Yan Shuo Tan 15 2 0 21 Oct 2024
Preference Optimization with Multi-Sample Comparisons Chaoqi Wang Zhuokai Zhao Chen Zhu Karthik Abinav Sankararaman Michal Valko ... Zhaorun Chen Madian Khabsa Yuxin Chen Hao Ma Sinong Wang 62 10 0 16 Oct 2024
MOOSE-Chem: Large Language Models for Rediscovering Unseen Chemistry Scientific Hypotheses Zonglin Yang Wanhao Liu Ben Gao Tong Xie Yuqiang Li Wanli Ouyang Soujanya Poria Erik Cambria Dongzhan Zhou LRM 29 12 0 09 Oct 2024
Explaining Datasets in Words: Statistical Models with Natural Language Parameters Ruiqi Zhong Heng Wang Dan Klein Jacob Steinhardt 35 6 0 13 Sep 2024
MLR-Copilot: Autonomous Machine Learning Research based on Large Language Models Agents Ruochen Li Teerth Patel Qingyun Wang Xinya Du LLMAG MU 19 21 0 26 Aug 2024
Large Language Models as Biomedical Hypothesis Generators: A Comprehensive Evaluation Biqing Qi Kaiyan Zhang Kai Tian Haoxiang Li Zhang-Ren Chen Sihang Zeng Ermo Hua Hu Jinfang Bowen Zhou LM&MA 38 7 0 12 Jul 2024
Inverse Constitutional AI: Compressing Preferences into Principles Arduin Findeis Timo Kaufmann Eyke Hüllermeier Samuel Albanie Robert Mullins SyDa 41 9 0 02 Jun 2024
Crafting Interpretable Embeddings by Asking LLMs Questions Vinamra Benara Chandan Singh John X. Morris Richard Antonello Ion Stoica Alexander G. Huth Jianfeng Gao 19 5 0 26 May 2024
Policy Learning with a Language Bottleneck Megha Srivastava Cédric Colas Dorsa Sadigh Jacob Andreas 27 3 0 07 May 2024
Hypothesis Generation with Large Language Models Yangqiaoyu Zhou Haokun Liu Tejes Srivastava Hongyuan Mei Chenhao Tan LRM 31 26 0 05 Apr 2024
An Incomplete Loop: Deductive, Inductive, and Abductive Learning in Large Language Models Emmy Liu Graham Neubig Jacob Andreas ReLM LRM 35 6 0 03 Apr 2024
Automated Statistical Model Discovery with Language Models Michael Y. Li Emily B. Fox Noah D. Goodman 29 14 0 27 Feb 2024
Rethinking Interpretability in the Era of Large Language Models Chandan Singh J. Inala Michel Galley Rich Caruana Jianfeng Gao LRM AI4CE 75 60 0 30 Jan 2024
Describing Differences in Image Sets with Natural Language Lisa Dunlap Yuhui Zhang Xiaohan Wang Ruiqi Zhong Trevor Darrell Jacob Steinhardt Joseph E. Gonzalez Serena Yeung-Levy CoGe VLM 25 30 0 05 Dec 2023
Divergences between Language Models and Human Brains Yuchen Zhou Emmy Liu Graham Neubig Michael J. Tarr Leila Wehbe 27 1 0 15 Nov 2023
Predicting Text Preference Via Structured Comparative Reasoning Jing Nathan Yan Tianqi Liu Justin T Chiu Jiaming Shen Zhen Qin ... Charumathi Lakshmanan Y. Kurzion Alexander M. Rush Jialu Liu Michael Bendersky LRM 38 7 0 14 Nov 2023
Large Language Models are Zero Shot Hypothesis Proposers Biqing Qi Kaiyan Zhang Haoxiang Li Kai Tian Sihang Zeng Zhang-Ren Chen Bowen Zhou 24 27 0 10 Nov 2023
Interpretable-by-Design Text Understanding with Iteratively Generated Concept Bottleneck Josh Magnus Ludan Qing Lyu Yue Yang Liam Dugan Mark Yatskar Chris Callison-Burch 24 4 0 30 Oct 2023
Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis Refinement Linlu Qiu Liwei Jiang Ximing Lu Melanie Sclar Valentina Pyatkin ... Bailin Wang Yoon Kim Yejin Choi Nouha Dziri Xiang Ren LRM ReLM 43 73 0 12 Oct 2023
SALMON: Self-Alignment with Instructable Reward Models Zhiqing Sun Yikang Shen Hongxin Zhang Qinhong Zhou Zhenfang Chen David D. Cox Yiming Yang Chuang Gan ALM SyDa 19 35 0 09 Oct 2023
Large Language Models for Automated Open-domain Scientific Hypotheses Discovery Zonglin Yang Xinya Du Junxian Li Jie Zheng Soujanya Poria Erik Cambria LRM 11 44 0 06 Sep 2023
Mass-Producing Failures of Multimodal Systems with Language Models Shengbang Tong Erik Jones Jacob Steinhardt 30 33 0 21 Jun 2023
Large Language Models as Tax Attorneys: A Case Study in Legal Capabilities Emergence John J. Nay David Karamardian Sarah Lawsky Wenting Tao Meghana Moorthy Bhat Raghav Jain Aaron Travis Lee Jonathan H. Choi Jungo Kasai ELM AILaw 16 56 0 12 Jun 2023
Goal-Driven Explainable Clustering via Language Descriptions Zihan Wang Jingbo Shang Ruiqi Zhong 25 35 0 23 May 2023
Revisiting Automated Topic Model Evaluation with Large Language Models Dominik Stammbach Vilém Zouhar Alexander Miserlis Hoyle Mrinmaya Sachan Elliott Ash ELM ALM 21 4 0 20 May 2023
Explaining black box text modules in natural language with language models Chandan Singh Aliyah R. Hsu Richard Antonello Shailee Jain Alexander G. Huth Bin-Xia Yu Jianfeng Gao MILM 16 46 0 17 May 2023
Logical Reasoning over Natural Language as Knowledge Representation: A Survey Zonglin Yang Xinya Du Rui Mao Jinjie Ni Erik Cambria LRM ReLM 21 24 0 21 Mar 2023
Language Models as Inductive Reasoners Zonglin Yang Li Dong Xinya Du Hao Cheng Erik Cambria Xiaodong Liu Jianfeng Gao Furu Wei ReLM LRM 22 32 0 21 Dec 2022
Instruction Induction: From Few Examples to Natural Language Task Descriptions Or Honovich Uri Shaham Samuel R. Bowman Omer Levy ELM LRM 110 135 0 22 May 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 303 11,881 0 04 Mar 2022
Describing Differences between Text Distributions with Natural Language Ruiqi Zhong Charles Burton Snell Dan Klein Jacob Steinhardt VLM 122 42 0 28 Jan 2022
Natural Language Descriptions of Deep Visual Features Evan Hernandez Sarah Schwettmann David Bau Teona Bagashvili Antonio Torralba Jacob Andreas MILM 196 116 0 26 Jan 2022
Neural Legal Judgment Prediction in English Ilias Chalkidis Ion Androutsopoulos Nikolaos Aletras AILaw ELM 108 325 0 05 Jun 2019