OpenCodePapers
audio-understanding-reasoning-on-mmar
Audio Question Answering
Audio Understanding Reasoning
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Paper
Code
Accuracy
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ModelName
ReleaseDate
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Qwen3.5-Omni Technical Report
80.0
Qwen3.5-Omni-Plus
2026-04-21
OmniJigsaw: Enhancing Omni-Modal Reasoning via Modality-Orchestrated Reordering
✓ Link
71.0
OmniJigsaw (CMM)
2026-04-09
Qwen-Audio-Jev: A Unified Interface for Audio Decisions
69.9
Qwen-Audio-Jev
2026-10-15
AudioToolAgent: An Agentic Framework for Audio-Language Models
✓ Link
68.80
AudioToolAgent
2025-10-03
Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning
✓ Link
65.8
AudioRubrics Qwen2.5-Omni-7B (length penalty 0.1)
2026-08-03
Realtime-Venus: A full-duplex interaction system with asynchronous delegation
65.6
Realtime-Venus-Audio
2026-09-12
MiMo-Audio: Audio Language Models are Few-Shot Learners
✓ Link
63.60
MiMo-Audio-7B-Instruct
2025-09-01
Unified Audio Intelligence Without Regressing on Text Intelligence
63.2
Audex 30B-A3B
2026-07-06
Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models
✓ Link
60.1
Audio Flamingo 3 (+Think)
2025-07-10
Beyond Transcription: Unified Audio Schema for Perception-Aware AudioLLMs
60.1
UAS-Audio
2026-04-14
Audio-Visual Flamingo: Open Audio-Visual Intelligence for Long and Complex Videos
60.1
AVF-Instruct
2026-07-17
AHA: Aligning Large Audio-Language Models for Reasoning Hallucinations via Counterfactual Hard Negatives
✓ Link
59.7
Qwen-Audio-AHA
2025-12-30
Covo-Audio Technical Report
55.30
Covo-Audio
2026-02-10
DIFFA-2: A Practical Diffusion Large Language Model for General Audio Understanding
50.8
DIFFA-2 (8B)
2026-01-30
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