{"total":55,"rows":[{"id":"2503.09567","title":"Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models","created":"2025-03-12","cited_by_count":384,"area":"lr"},{"id":"2503.12605","title":"Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey","created":"2025-03-16","cited_by_count":182,"area":"lr"},{"id":"2505.13032","title":"MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix","created":"2025-05-19","cited_by_count":117,"area":"lr"},{"id":"2505.04921","title":"Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models","created":"2025-05-08","cited_by_count":90,"area":"lr"},{"id":"2503.11197","title":"Reinforcement Learning Outperforms Supervised Fine-Tuning: A Case Study on Audio Question Answering","created":"2025-03-14","cited_by_count":65,"area":"lr"},{"id":"2504.15900","title":"SARI: Structured Audio Reasoning via Curriculum-Guided Reinforcement Learning","created":"2025-04-22","cited_by_count":34,"area":"lr"},{"id":"2505.00551","title":"100 Days After DeepSeek-R1: A Survey on Replication Studies and More Directions for Reasoning Language Models","created":"2025-05-01","cited_by_count":30,"area":"lr"},{"id":"2507.15375","title":"STITCH: Simultaneous Thinking and Talking with Chunked Reasoning for Spoken Language Models","created":"2025-07-21","cited_by_count":26,"area":"lr"},{"id":"2508.15827","title":"Mini-Omni-Reasoner: Token-Level Thinking-in-Speaking in Large Speech Models","created":"2025-08-18","cited_by_count":21,"area":"lr"},{"id":"2602.06176","title":"Large Language Model Reasoning Failures","created":"2026-02-05","cited_by_count":21,"area":"lr"},{"id":"2508.08039","title":"Audio-Thinker: Guiding Audio Language Model When and How to Think via Reinforcement Learning","created":"2025-08-11","cited_by_count":19,"area":"lr"},{"id":"2509.24322","title":"Multimodal Large Language Models Meet Multimodal Emotion Recognition and Reasoning: A Survey","created":"2025-09-29","cited_by_count":19,"area":"lr"},{"id":"2510.06917","title":"SHANKS: Simultaneous Hearing and Thinking for Spoken Language Models","created":"2025-10-08","cited_by_count":19,"area":"lr"},{"id":"2506.05414","title":"SAVVY: Spatial Awareness via Audio-Visual LLMs through Seeing and Hearing","created":"2025-06-04","cited_by_count":15,"area":"lr"},{"id":"2506.12935","title":"SoundMind: RL-Incentivized Logic Reasoning for Audio-Language Models","created":"2025-06-15","cited_by_count":15,"area":"lr"},{"id":"2505.18536","title":"Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models","created":"2025-05-24","cited_by_count":14,"area":"lr"},{"id":"2508.02018","title":"SpeechR: A Benchmark for Speech Reasoning in Large Audio-Language Models","created":"2025-08-04","cited_by_count":14,"area":"lr"},{"id":"2505.15000","title":"Towards Spoken Mathematical Reasoning: Benchmarking Speech-based Models over Multi-faceted Math Problems","created":"2025-05-21","cited_by_count":12,"area":"lr"},{"id":"2510.20867","title":"Incentivizing Consistent, Effective and Scalable Reasoning Capability in Audio LLMs via Reasoning Process Rewards","created":"2025-10-23","cited_by_count":12,"area":"lr"},{"id":"2510.12000","title":"UALM: Unified Audio Language Model for Understanding, Generation and Reasoning","created":"2025-10-13","cited_by_count":10,"area":"lr"},{"id":"2510.09592","title":"Mind-Paced Speaking: A Dual-Brain Approach to Real-Time Reasoning in Spoken Language Models","created":"2025-10-10","cited_by_count":9,"area":"lr"},{"id":"2605.22012","title":"LatentOmni: Rethinking Omni-Modal Understanding via Unified Audio-Visual Latent Reasoning","created":"2026-05-21","cited_by_count":7,"area":"lr"},{"id":"2601.02983","title":"Interpretable All-Type Audio Deepfake Detection with Audio LLMs via Frequency-Time Reinforcement Learning","created":"2026-01-06","cited_by_count":6,"area":"lr"},{"id":"2602.14224","title":"The Interspeech 2026 Audio Reasoning Challenge: Evaluating Reasoning Process Quality for Audio Reasoning Models and Agents","created":"2026-02-15","cited_by_count":6,"area":"lr"},{"id":"2506.23049","title":"AURA: Agent for Understanding, Reasoning, and Automated Tool Use in Voice-Driven Tasks","created":"2025-06-29","cited_by_count":5,"area":"lr"},{"id":"2508.11818","title":"Audio Flamingo Sound-CoT Technical Report: Improving Chain-of-Thought Reasoning in Sound Understanding","created":"2025-08-15","cited_by_count":5,"area":"lr"},{"id":"2510.11454","title":"Audio-Maestro: Enhancing Large Audio-Language Models with Tool-Augmented Reasoning","created":"2025-10-13","cited_by_count":3,"area":"lr"},{"id":"2602.10439","title":"AudioRouter: Data Efficient Audio Understanding via RL based Dual Reasoning","created":"2026-02-11","cited_by_count":3,"area":"lr"},{"id":"2602.11909","title":"Echo: Towards Advanced Audio Comprehension via Audio-Interleaved Reasoning","created":"2026-02-12","cited_by_count":3,"area":"lr"},{"id":"2607.21550","title":"X$^3$-OPD: Distilling Reasoning into Large Audio-Language Models via On-Policy Alignment","created":"2026-07-23","cited_by_count":3,"area":"lr"},{"id":"2509.12275","title":"Omni-CLST: Error-aware Curriculum Learning with guided Selective chain-of-Thought for audio question answering","created":"2025-09-14","cited_by_count":2,"area":"lr"},{"id":"2509.18579","title":"Teaching Audio Models to Reason: A Unified Framework for Source- and Layer-wise Distillation","created":"2025-09-23","cited_by_count":2,"area":"lr"},{"id":"2509.22461","title":"CMDAR: A Chinese Multi-scene Dynamic Audio Reasoning Benchmark with Diverse Challenges","created":"2025-09-26","cited_by_count":2,"area":"lr"},{"id":"2603.14636","title":"Nudging Hidden States: Training-Free Model Steering for Chain-of-Thought Reasoning in Large Audio-Language Models","created":"2026-03-15","cited_by_count":2,"area":"lr"},{"id":"2605.27190","title":"Learning When to Think While Listening in Large Audio-Language Models","created":"2026-05-26","cited_by_count":2,"area":"lr"},{"id":"2509.15661","title":"SightSound-R1: Cross-Modal Reasoning Distillation from Vision to Audio Language Models","created":"2025-09-19","cited_by_count":1,"area":"lr"},{"id":"2509.21960","title":"Think Smart, Not Hard: Difficulty Adaptive Reasoning for Large Audio Language Models","created":"2025-09-26","cited_by_count":1,"area":"lr"},{"id":"2509.22363","title":"Investigating Faithfulness in Large Audio Language Models","created":"2025-09-26","cited_by_count":1,"area":"lr"},{"id":"2511.09682","title":"Rebellion: Noise-Robust Reasoning Training for Audio Reasoning Models","created":"2025-11-12","cited_by_count":1,"area":"lr"},{"id":"2511.12861","title":"From Perception to Reasoning: Deep Thinking Empowers Multimodal Large Language Models","created":"2025-11-17","cited_by_count":1,"area":"lr"},{"id":"2601.02825","title":"SketchThinker-R1: Towards Efficient Sketch-Style Reasoning in Large Multimodal Models","created":"2026-01-06","cited_by_count":1,"area":"lr"},{"id":"2603.02266","title":"When Scaling Fails: Mitigating Audio Perception Decay of LALMs via Multi-Step Perception-Aware Reasoning","created":"2026-02-28","cited_by_count":1,"area":"lr"},{"id":"2603.09556","title":"ALARM: Audio-Language Alignment for Reasoning Models","created":"2026-03-10","cited_by_count":1,"area":"lr"},{"id":"2604.16617","title":"AVRT: Audio-Visual Reasoning Transfer through Single-Modality Teachers","created":"2026-04-17","cited_by_count":1,"area":"lr"},{"id":"2609.20849","title":"Enhancing Audio Reasoning via Semantic Summary Prediction","created":"2026-08-07","cited_by_count":1,"area":"lr"},{"id":"2509.18200","title":"Conversational Orientation Reasoning: Egocentric-to-Allocentric Navigation with Multimodal Chain-of-Thought","created":"2025-09-20","cited_by_count":0,"area":"lr"},{"id":"2602.04085","title":"BASS: Benchmarking Audio LMs for Musical Structure and Semantic Reasoning","created":"2026-02-03","cited_by_count":0,"area":"lr"},{"id":"2603.08230","title":"Disentangling Reasoning in Large Audio-Language Models for Ambiguous Emotion Prediction","created":"2026-03-09","cited_by_count":0,"area":"lr"},{"id":"2606.08425","title":"TinyGiantALM: A Compact Audio-Language Model for Intent-Aware Reasoning under Resource Constraints","created":"2026-06-07","cited_by_count":0,"area":"lr"},{"id":"2606.14591","title":"AudioDER: A Deduplication-Enhanced Reasoning Dataset for Post-Training Large Audio-Language Models","created":"2026-06-12","cited_by_count":0,"area":"lr"},{"id":"2607.19932","title":"Efficient Chain-of-Modality Reasoning via Progressive Compression for Spoken Language Models","created":"2026-07-22","cited_by_count":0,"area":"lr"},{"id":"2609.22586","title":"SEABED: SouthEast Asian Benchmark for Evaluating Audio Reasoning","created":"2026-09-18","cited_by_count":0,"area":"lr"},{"id":"2609.22697","title":"COT-TTS: Audio Context-Aware Text-to-Speech with Chain-of-Thought Reasoning","created":"2026-09-19","cited_by_count":0,"area":"lr"},{"id":"2609.26488","title":"Spoken Language Models that Think Aloud","created":"2026-09-22","cited_by_count":0,"area":"lr"},{"id":"2610.13081","title":"SWEAR: Section-Wise Efficient Audio Reasoning via Self-Rated Difficulty","created":"2026-10-09","cited_by_count":0,"area":"lr"}],"next_cursor":null}