语言大模型 / LLM

Through the Thicket: A Study of Number-Oriented LLMs derived from Random Forest Models

Michał Romaszewski, Przemysław Sekuła, Przemysław Głomb, Michał Cholewa, Katarzyna Kołodziej

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Generative AI-in-the-loop: Integrating LLMs and GPTs into the Next Generation Networks

Han Zhang, Akram Bin Sediq, Ali Afana, Melike Erol-Kantarci

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Reasoning about concepts with LLMs: Inconsistencies abound

Rosario Uceda-Sosa, Karthikeyan Natesan Ramamurthy, Maria Chang, Moninder Singh

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Comments 15 pages, 5 figures, 3 tables

Hacc-Man: An Arcade Game for Jailbreaking LLMs

Matheus Valentim, Jeanette Falk, Nanna Inie

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Distilling Text Style Transfer With Self-Explanation From LLMs

Chiyu Zhang, Honglong Cai, Yuezhang, Li, Yuexin Wu, Le Hou, Muhammad Abdul-Mageed

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Comments Accepted by NAACL Student Research Workshop 2024

Tabular Embedding Model (TEM): Finetuning Embedding Models For Tabular RAG Applications

Sujit Khanna, Shishir Subedi

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 11 pages, 5 figures

Loose LIPS Sink Ships: Asking Questions in Battleship with Language-Informed Program Sampling

Gabriel Grand, Valerio Pepe, Jacob Andreas, Joshua B. Tenenbaum

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Accepted to CogSci 2024

Transformers in the Service of Description Logic-based Contexts

Angelos Poulis, Eleni Tsalapati, Manolis Koubarakis

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；prompting(abstract)；分类 cs.CL、cs.AI

FlowMind: Automatic Workflow Generation with LLMs

Zhen Zeng, William Watson, Nicole Cho, Saba Rahimi, Shayleen Reynolds, Tucker Balch, Manuela Veloso

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Published in ACM ICAIF 2023

Bridging the Novice-Expert Gap via Models of Decision-Making: A Case Study on Remediating Math Mistakes

Rose E. Wang, Qingyang Zhang, Carly Robinson, Susanna Loeb, Dorottya Demszky

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments NAACL 2024. Code: https://github.com/rosewang2008/bridge

ChatGPT Rates Natural Language Explanation Quality Like Humans: But on Which Scales?

Fan Huang, Haewoon Kwak, Kunwoo Park, Jisun An

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Comments Accpeted by LREC-COLING 2024 main conference, long paper

Towards Robust Multi-Modal Reasoning via Model Selection

Xiangyan Liu, Rongxue Li, Wei Ji, Tao Lin

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments Accepted by ICLR 2024

CACA Agent: Capability Collaboration based AI Agent

Peng Xu, Haoran Wang, Chuang Wang, Xu Liu

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 4 pages,5 figures

Acceleron: A Tool to Accelerate Research Ideation

Harshit Nigam, Manasi Patwardhan, Lovekesh Vig, Gautam Shroff

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Accepted at AI2ASE Workshop at AAAI'24 Conference. 13 Pages and 4 Figures

Diversity of Thought Improves Reasoning Abilities of LLMs

Ranjita Naik, Varun Chandrasekaran, Mert Yuksekgonul, Hamid Palangi, Besmira Nushi

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Tokenization counts: the impact of tokenization on arithmetic in frontier LLMs

Aaditya K. Singh, DJ Strouse

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Comments 21 pages, 18 figures

Orca-Math: Unlocking the potential of SLMs in Grade School Math

Arindam Mitra, Hamed Khanpour, Corby Rosset, Ahmed Awadallah

专题命中 推理与问题求解 ：language model(abstract)；small language model(abstract)；SLM(abstract)；分类 cs.CL、cs.AI

Are Human-generated Demonstrations Necessary for In-context Learning?

Rui Li, Guoyin Wang, Jiwei Li

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；prompting(abstract)；分类 cs.AI、cs.LG

Vision-Language Interpreter for Robot Task Planning

Keisuke Shirai, Cristian C. Beltran-Hernandez, Masashi Hamaya, Atsushi Hashimoto, Shohei Tanaka, Kento Kawaharazuka, Kazutoshi Tanaka, Yoshitaka Ushiku, Shinsuke Mori

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments ICRA 2024

Enhancing Neural Theorem Proving through Data Augmentation and Dynamic Sampling Method

Rahul Vishwakarma, Subhankar Mishra

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

How Well Can LLMs Negotiate? NegotiationArena Platform and Analysis

Federico Bianchi, Patrick John Chia, Mert Yuksekgonul, Jacopo Tagliabue, Dan Jurafsky, James Zou

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Scalable Qualitative Coding with LLMs: Chain-of-Thought Reasoning Matches Human Performance in Some Hermeneutic Tasks

Zackary Okun Dunivin

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

HAZARD Challenge: Embodied Decision Making in Dynamically Changing Environments

Qinhong Zhou, Sunli Chen, Yisong Wang, Haozhe Xu, Weihua Du, Hongxin Zhang, Yilun Du, Joshua B. Tenenbaum, Chuang Gan

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments ICLR 2024. The first two authors contributed equally to this work

StyleCap: Automatic Speaking-Style Captioning from Speech Based on Speech and Language Self-supervised Learning Models

Kazuki Yamauchi, Yusuke Ijima, Yuki Saito

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Comments Accepted for ICASSP2024

Towards Revealing the Mystery behind Chain of Thought: A Theoretical Perspective

Guhao Feng, Bohang Zhang, Yuntian Gu, Haotian Ye, Di He, Liwei Wang

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；prompting(abstract)；分类 cs.CL、cs.LG

Comments 42 pages; Camera-ready version for NeurIPS 2023 (Oral Presentation)

Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data

Yiwei Li, Peiwen Yuan, Shaoxiong Feng, Boyuan Pan, Bin Sun, Xinglin Wang, Heda Wang, Kan Li

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments AAAI 2024

Human-Centric Autonomous Systems With LLMs for User Command Reasoning

Yi Yang, Qingwen Zhang, Ci Li, Daniel Simões Marta, Nazre Batool, John Folkesson

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops, 2024

Assessing GPT4-V on Structured Reasoning Tasks

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Comments 9 pages, 9 figures

Frugal LMs Trained to Invoke Symbolic Solvers Achieve Parameter-Efficient Arithmetic Reasoning

Subhabrata Dutta, Joykirat Singh, Ishan Pandey, Sunny Manchanda, Soumen Chakrabarti, Tanmoy Chakraborty

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments AAAI 2024

SPRING: Studying the Paper and Reasoning to Play Games

Yue Wu, Shrimai Prabhumoye, So Yeon Min, Yonatan Bisk, Ruslan Salakhutdinov, Amos Azaria, Tom Mitchell, Yuanzhi Li

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG