Paper Citation Record · LEDGER

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering

As of 6 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2607.18718.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.18718 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T14:37:34.810212Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

35 of 35 outbound references displayed

verified exact0
verified fuzzy0
unresolved35
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d55b62ab-d7c1-4e1b-87ff-e529d1becfb3 · outbound

This paper cites Measuring audio’s impact on correctness: Audio-contribution-aware post-training of large audio language models,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Measuring audio’s impact on correctness: Audio-contribution-aware post-training of large audio language models,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:31.308928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c9b0560-ae65-4a4f-ad63-c1468dd70705 · outbound

This paper cites MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:31.395557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee5013f1-6efc-402a-b10f-21f3f7de974c · outbound

This paper cites MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:31.517268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86420a57-bfde-4078-acf6-b7c2317dfaba · outbound

This paper cites MMSU: A Massive Multi-task Spoken Language Understanding and Reasoning Benchmark.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering MMSU: A Massive Multi-task Spoken Language Understanding and Reasoning Benchmark

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:31.631868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caa43371-926f-4fe6-86bb-6c9795b76a28 · outbound

This paper cites Audio-grounded hard-example training with acoustic tagging for audio-dependent question answering,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Audio-grounded hard-example training with acoustic tagging for audio-dependent question answering,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:31.734364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fc619b0-91fc-4d2f-885e-b2ad75ed3cc0 · outbound

This paper cites Qwen3-Omni Technical Report.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Qwen3-Omni Technical Report

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:31.859074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 475ea974-9a83-4ba5-91a9-a73f8cc0cf54 · outbound

This paper cites Fun-Audio-Chat technical report,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Fun-Audio-Chat technical report,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:31.950287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d8ae40b-9d0f-4b74-b336-ea04cf2fab11 · outbound

This paper cites Kimi-Audio Technical Report.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Kimi-Audio Technical Report

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:32.043740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21fa3fce-26cc-4de3-9cf1-592ee6860ae4 · outbound

This paper cites MiMo-Audio: Audio language models are few-shot learners,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering MiMo-Audio: Audio language models are few-shot learners,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:32.130711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5442d012-9c64-49a4-a4cb-4496a9f5d386 · outbound

This paper cites Step-Audio 2 Technical Report.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Step-Audio 2 Technical Report

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:32.240577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40ce1bda-0752-4599-90f8-53709420fa9e · outbound

This paper cites MOSS-Audio Technical Report.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering MOSS-Audio Technical Report

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:32.397890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8049c65-21f1-4c5a-878c-252c59991c2f · outbound

This paper cites GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:32.540554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28fd93b0-c23d-4690-8c25-beb0dfe3ec2b · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering LoRA: Low-Rank Adaptation of Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:32.670256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73ec54cb-45a7-48be-9f3c-55397158d751 · outbound

This paper cites Learning from audio-dependency errors: Data curation strategies based on model confusion patterns in audio question answering,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Learning from audio-dependency errors: Data curation strategies based on model confusion patterns in audio question answering,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:32.758302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9977f6a-b611-4b2d-9d33-8fccd3de1de3 · outbound

This paper cites QLoRA: Efficient Finetuning of Quantized LLMs.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering QLoRA: Efficient Finetuning of Quantized LLMs

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:32.880875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6695a8bf-fbd2-4001-89c7-a69607266ae9 · outbound

This paper cites Audio-dependent question answering at the DCASE 2026 challenge,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Audio-dependent question answering at the DCASE 2026 challenge,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:32.936859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2088954-41f8-434d-9c93-eac1a9e8b4a0 · outbound

This paper cites Training-free inference- time exploration for audio-dependent question answering,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Training-free inference- time exploration for audio-dependent question answering,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:33.041146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4413bec2-677c-496d-aa36-42b47f242e36 · outbound

This paper cites Selective multi-modal RAG for DCASE 2026 task 5: Audio-dependent question answering,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Selective multi-modal RAG for DCASE 2026 task 5: Audio-dependent question answering,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:33.166227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e911534-9e50-45ef-b28a-6d6f38b5d204 · outbound

This paper cites Structured audio reasoning and robust multi- sample inference for DCASE 2026 audio-dependent question answering challenge,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Structured audio reasoning and robust multi- sample inference for DCASE 2026 audio-dependent question answering challenge,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:33.278290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eabcf770-9df5-4772-9cdb-df6340fdbc84 · outbound

This paper cites DCASE 2026 audio-dependent question answering task,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering DCASE 2026 audio-dependent question answering task,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:33.382819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b251d6d-8871-47f2-b7f0-47bd67dc40dd · outbound

This paper cites Curriculum learning for audio-dependent question answering: Technical report for DCASE 2026 task 5,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Curriculum learning for audio-dependent question answering: Technical report for DCASE 2026 task 5,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:33.485131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6ad336a-8f52-4c0c-8cb3-d9e11e8d5664 · outbound

This paper cites Task-leaf routed MiMo-Audio for DCASE 2026 task 5,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Task-leaf routed MiMo-Audio for DCASE 2026 task 5,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:33.598342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdfde793-6402-41e3-9697-a48b5c90664f · outbound

This paper cites Qwen2.5-Omni with all-audio audio-TAH for audio-dependent question answering,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Qwen2.5-Omni with all-audio audio-TAH for audio-dependent question answering,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:33.710894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23caed7c-11b2-4595-92c8-6a6f246be5c3 · outbound

This paper cites Fun-Audio-Chat-8B with LoRA fine-tuning for audio- dependent question answering,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Fun-Audio-Chat-8B with LoRA fine-tuning for audio- dependent question answering,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:33.824043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f6be7a9-8dda-4ea3-9f47-a6c6b5e7f25b · outbound

This paper cites GISP@HEU’s submission for DCASE 2026 task 5: A LoRA-SFT fine-tuned audio-dependent question answering system,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering GISP@HEU’s submission for DCASE 2026 task 5: A LoRA-SFT fine-tuned audio-dependent question answering system,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:33.941781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ca9fe6c-54f5-4acb-baff-f4fd7aeba8ad · outbound

This paper cites Audio-dependent question answering with attention-anchored reinforcement learning on MiMo-Audio,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Audio-dependent question answering with attention-anchored reinforcement learning on MiMo-Audio,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:34.065392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66acb3a8-4839-473a-9eb4-eeb71579fce5 · outbound

This paper cites Audio question answering at the DCASE 2026 challenge,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Audio question answering at the DCASE 2026 challenge,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:34.159486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21031767-ae98-4ceb-8845-d881f7ac07c0 · outbound

This paper cites Qwen2.5-Omni Technical Report.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Qwen2.5-Omni Technical Report

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:34.287866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a95ceab-2e4b-49a8-9b75-8d0f1f252c81 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:34.321811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f2c02dd-1ce8-475e-a60d-6b00c2d470a6 · outbound

This paper cites Robust Speech Recognition via Large-Scale Weak Supervision.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Robust Speech Recognition via Large-Scale Weak Supervision

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:34.402584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 035a6d33-64f0-4fec-9fe2-35560b7f139b · outbound

This paper cites pyannote.audio 2.1 speaker diarization pipeline: principle, benchmark, and recipe,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering pyannote.audio 2.1 speaker diarization pipeline: principle, benchmark, and recipe,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:34.501710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0492771-8af9-4cb4-816a-8263055a89cb · outbound

This paper cites ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:34.578209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90cf1a08-98f3-41dc-aeaa-252ff6b00606 · outbound

This paper cites Large-scale Contrastive Language-Audio Pretraining with Feature Fusion and Keyword-to-Caption Augmentation.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Large-scale Contrastive Language-Audio Pretraining with Feature Fusion and Keyword-to-Caption Augmentation

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:34.645956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8069a673-dd83-4408-9153-a9f70123ca8a · outbound

This paper cites librosa: Audio and music signal analysis in Python,.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering librosa: Audio and music signal analysis in Python,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:34.727468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21b9f970-9a5d-43b6-932e-bd504a854b9a · outbound

This paper cites Prometheus 2: An Open Source Language Model Specialized in Evaluating Other Language Models.

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering Prometheus 2: An Open Source Language Model Specialized in Evaluating Other Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T14:37:34.810212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.