Audio to Text Retrieval

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

4 datasets 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

7 shown of 7 papers with code (10 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.

• M2D2: Exploring General-purpose Audio-Language Representations Beyond CLAP
  28 Mar 2025 2 repositories listed
  In the second stage, it learns CLAP features using the audio features learned from the LLM-based embeddings.
• 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.
• OPT: Omni-Perception Pre-Trainer for Cross-Modal Understanding and Generation
  1 Jul 2021 2 repositories listed
  In this paper, we propose an Omni-perception Pre-Trainer (OPT) for cross-modal understanding and generation, by jointly modeling visual, text and audio resources.
• AudioSetCaps: An Enriched Audio-Caption Dataset using Automated Generation Pipeline with Large Audio and Language Models
  28 Nov 2024 1 repository listed Syntology ran 0 of 4 samples · 4 unverified · 4 pointer-only (licence)
  In this paper, we propose an automated pipeline that integrates audio-language models for fine-grained content extraction, LLMs for synthetic caption generation, and a contrastive language-audio pretraining (CLAP)…
• Contrastive Audio-Language Learning for Music
  25 Aug 2022 1 repository listed
  In this work, we explore cross-modal learning in an attempt to bridge audio and language in the music domain.
• Audio Retrieval with Natural Language Queries: A Benchmark Study
  17 Dec 2021 1 repository listed
  Additionally, we introduce the SoundDescs benchmark, which consists of paired audio and natural language descriptions for a diverse collection of sounds that are complementary to those found in AudioCaps and Clotho.
• Audio Retrieval with Natural Language Queries
  5 May 2021 1 repository listed Syntology ran 0 of 4 samples · 4 unverified
  We consider the task of retrieving audio using free-form natural language queries.

Syntology lines on 3 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.