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Papers
Beyond the Black Box: Demystifying Multi-Turn LLM Reasoning with VISTA
AAAI 2026
From Detection to Understanding: Multi-Turn Reasoning for Video Misinformation Analysis
ACL 2026
MTR-Bench: A Comprehensive Benchmark for Multi-Turn Reasoning Evaluation
ACL 2026
SAGE: Training Smart Any-Horizon Agents for Long Video Reasoning with Reinforcement Learning
CVPR 2026
Adapt LLM for Multi-turn Reasoning QA using Tidy Data
COLING 2025
Are Large Vision Language Models Good Game Players?
ICLR 2025
Fin-DBQA Shared-task: Database Querying and Reasoning
COLING 2025
MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation
ACL 2025
One-Pass to Reason: Token Duplication and Block-Sparse Mask for Efficient Fine-Tuning on Multi-Turn Reasoning
IJCNLP 2025
SBSC: Step-by-Step Coding for Improving Mathematical Olympiad Performance
ICLR 2025
TurnBench-MS: A Benchmark for Evaluating Multi-Turn, Multi-Step Reasoning in Large Language Models
EMNLP 2025
What Makes Large Language Models Reason in (Multi-Turn) Code Generation?
ICLR 2025
A Multi-turn Machine Reading Comprehension Framework with Rethink Mechanism for Emotion-Cause Pair Extraction
COLING 2022
Read, Retrospect, Select: An MRC Framework to Short Text Entity Linking
AAAI 2021
Reasoning Over History: Context Aware Visual Dialog
EMNLP 2020
Dialog Generation Using Multi-Turn Reasoning Neural Networks
NAACL 2018