Audio Question Answering

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

10 shown of 10 papers with code (18 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• XLNet: Generalized Autoregressive Pretraining for Language Understanding
  19 Jun 2019 27 repositories listed Syntology ran 10 of 24 samples · 14 unverified · 3 pointer-only (licence)
  With the capability of modeling bidirectional contexts, denoising autoencoding based pretraining like BERT achieves better performance than pretraining approaches based on autoregressive language modeling.
• Reinforcement Learning Outperforms Supervised Fine-Tuning: A Case Study on Audio Question Answering
  14 Mar 2025 2 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  Recently, reinforcement learning (RL) has been shown to greatly enhance the reasoning capabilities of large language models (LLMs), and RL-based approaches have been progressively applied to visual multimodal tasks.
• GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities
  17 Jun 2024 2 repositories listed
  Next, we propose CompA-R (Instruction-Tuning for Complex Audio Reasoning), a synthetically generated instruction-tuning (IT) dataset with instructions that require the model to perform complex reasoning on the input…
• ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities
  18 May 2023 2 repositories listed Syntology ran 2 of 7 samples · 5 unverified
  In this work, we explore a scalable way for building a general representation model toward unlimited modalities.
• Kimi-Audio Technical Report
  25 Apr 2025 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  We release the codes, model checkpoints, as well as the evaluation toolkits in https://github.
• Solla: Towards a Speech-Oriented LLM That Hears Acoustic Context
  19 Mar 2025 1 repository listed
  Large Language Models (LLMs) have recently shown remarkable ability to process not only text but also multimodal inputs such as speech and audio.
• Audiopedia: Audio QA with Knowledge
  29 Dec 2024 1 repository listed
  We define three sub-tasks: (i) Single Audio Question Answering (s-AQA), where questions are answered based on a single audio sample, (ii) Multi-Audio Question Answering (m-AQA), which requires reasoning over multiple…
• Multi-Scale Attention for Audio Question Answering
  29 May 2023 1 repository listed
  Audio question answering (AQA), acting as a widely used proxy task to explore scene understanding, has got more attention.
• Pengi: An Audio Language Model for Audio Tasks
  19 May 2023 1 repository listed Syntology ran 3 of 4 samples · 1 unverified
  We introduce Pengi, a novel Audio Language Model that leverages Transfer Learning by framing all audio tasks as text-generation tasks.
• Temporal Reasoning via Audio Question Answering
  21 Nov 2019 1 repository listed
  In this paper, we use the task of Audio Question Answering (AQA) to study the temporal reasoning abilities of machine learning models.

Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.