大模型推理能力

Let's Think Dot by Dot: Hidden Computation in Transformer Language Models

Jacob Pfau, William Merrill, Samuel R. Bowman

专题命中 复杂问题求解 ：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Comments 17 pages, 10 figures

Comparative Analysis of ChatGPT, GPT-4, and Microsoft Bing Chatbots for GRE Test

Mohammad Abu-Haifa, Bara'a Etawi, Huthaifa Alkhatatbeh, Ayman Ababneh

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 17 Pages, 6 figures, and 6 tables

LLM-Rec: Personalized Recommendation via Prompting Large Language Models

Hanjia Lyu, Song Jiang, Hanqing Zeng, Yinglong Xia, Qifan Wang, Si Zhang, Ren Chen, Christopher Leung, Jiajie Tang, Jiebo Luo

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

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

Fan Huang, Haewoon Kwak, Kunwoo Park, Jisun An

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

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

Reinforcement Learning from Reflective Feedback (RLRF): Aligning and Improving LLMs via Fine-Grained Self-Reflection

Kyungjae Lee, Dasol Hwang, Sunghyun Park, Youngsoo Jang, Moontae Lee

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 22 pages, 5 figures, Submitted to ACL 2024

Compositional learning of functions in humans and machines

Yanli Zhou, Brenden M. Lake, Adina Williams

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 7 pages, 6 figures

Simulating Weighted Automata over Sequences and Trees with Transformers

Michael Rizvi, Maude Lizaire, Clara Lacroce, Guillaume Rabusseau

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

A Knowledge-Injected Curriculum Pretraining Framework for Question Answering

Xin Lin, Tianhuang Su, Zhenya Huang, Shangzi Xue, Haifeng Liu, Enhong Chen

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Accepted by WWW 2024

CodeChain: Towards Modular Code Generation Through Chain of Self-revisions with Representative Sub-modules

Hung Le, Hailin Chen, Amrita Saha, Akash Gokul, Doyen Sahoo, Shafiq Joty

专题命中 复杂问题求解 ：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Comments Accepted to ICLR 2024

LongAgent: Scaling Language Models to 128k Context through Multi-Agent Collaboration

Jun Zhao, Can Zu, Hao Xu, Yi Lu, Wei He, Yiwen Ding, Tao Gui, Qi Zhang, Xuanjing Huang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Harder Tasks Need More Experts: Dynamic Routing in MoE Models

Quzhe Huang, Zhenwei An, Nan Zhuang, Mingxu Tao, Chen Zhang, Yang Jin, Kun Xu, Kun Xu, Liwei Chen, Songfang Huang, Yansong Feng

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.LG

Disentangled Representation Learning with Large Language Models for Text-Attributed Graphs

Yijian Qin, Xin Wang, Ziwei Zhang, Wenwu Zhu

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.LG

Enabling and Analyzing How to Efficiently Extract Information from Hybrid Long Documents with LLMs

Chongjian Yue, Xinrun Xu, Xiaojun Ma, Lun Du, Hengyu Liu, Zhiming Ding, Yanbing Jiang, Shi Han, Dongmei Zhang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Leveraging Prompt-Based Large Language Models: Predicting Pandemic Health Decisions and Outcomes Through Social Media Language

Xiaohan Ding, Buse Carik, Uma Sushmitha Gunturi, Valerie Reyna, Eugenia H. Rho

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 20 pages, 4 figures

Recursive Chain-of-Feedback Prevents Performance Degradation from Redundant Prompting

Jinwoo Ahn, Kyuseung Shin

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Still Ongoing Work; 8 Pages; 2 Figures

From Summary to Action: Enhancing Large Language Models for Complex Tasks with Open World APIs

Yulong Liu, Yunlong Yuan, Chunwei Wang, Jianhua Han, Yongqiang Ma, Li Zhang, Nanning Zheng, Hang Xu

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Small But Funny: A Feedback-Driven Approach to Humor Distillation

Sahithya Ravi, Patrick Huber, Akshat Shrivastava, Aditya Sagar, Ahmed Aly, Vered Shwartz, Arash Einolghozati

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

On the Multi-turn Instruction Following for Conversational Web Agents

Yang Deng, Xuan Zhang, Wenxuan Zhang, Yifei Yuan, See-Kiong Ng, Tat-Seng Chua

专题命中 复杂问题求解 ：planning(abstract)；分类 cs.CL、cs.AI

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 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

SemPool: Simple, robust, and interpretable KG pooling for enhancing language models

Costas Mavromatis, Petros Karypis, George Karypis

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

SimLM: Can Language Models Infer Parameters of Physical Systems?

Sean Memery, Mirella Lapata, Kartic Subr

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval

Parth Sarthi, Salman Abdullah, Aditi Tuli, Shubh Khanna, Anna Goldie, Christopher D. Manning

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.LG

Time-LLM: Time Series Forecasting by Reprogramming Large Language Models

Ming Jin, Shiyu Wang, Lintao Ma, Zhixuan Chu, James Y. Zhang, Xiaoming Shi, Pin-Yu Chen, Yuxuan Liang, Yuan-Fang Li, Shirui Pan, Qingsong Wen

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments Accepted by the 12th International Conference on Learning Representations (ICLR 2024)

Formally Specifying the High-Level Behavior of LLM-Based Agents

Maxwell Crouse, Ibrahim Abdelaziz, Ramon Astudillo, Kinjal Basu, Soham Dan, Sadhana Kumaravel, Achille Fokoue, Pavan Kapanipathi, Salim Roukos, Luis Lastras

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Preprint under review

A systematic review of geospatial location embedding approaches in large language models: A path to spatial AI systems

Sean Tucker

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 20 pages, 11 figures, 3 appendices

A Study on Training and Developing Large Language Models for Behavior Tree Generation

Fu Li, Xueying Wang, Bin Li, Yunlong Wu, Yanzhen Wang, Xiaodong Yi

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings

Shibo Hao, Tianyang Liu, Zhen Wang, Zhiting Hu

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments NeurIPS 2023 (oral). Code: https://github.com/Ber666/ToolkenGPT

Integrating a Heterogeneous Graph with Entity-aware Self-attention using Relative Position Labels for Reading Comprehension Model

Shima Foolad, Kourosh Kiani

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments submitted for Multimedia Tools and Applications Journal

Evaluating Large Language Models on the GMAT: Implications for the Future of Business Education

Vahid Ashrafimoghari, Necdet Gürkan, Jordan W. Suchow

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Self-Supervised Behavior Cloned Transformers are Path Crawlers for Text Games

Ruoyao Wang, Peter Jansen

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Accepted to EMNLP 2023 (Findings)