Paper Citation Record · LEDGER

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs

As of 6 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 2 inbound Pith citation observations for arXiv:2606.29534.

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

pith.paper-citation-record.v1
2606.29534 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T07:26:38.380118Z

measured 46 of 46 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T16:37:24.239501Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-06-30T07:34:21.772463Z

Reference resolution

44 of 44 outbound references displayed

verified exact10
verified fuzzy0
unresolved30
parse uncertain0
malformed identifier2
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4e1c45ee-beb8-4513-9b94-6224a6ad7915 · outbound

This paper cites Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-06-30T07:34:21.773819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f7965e44-9410-49c7-ad1a-d0d74184c56f · outbound

This paper cites an unresolved cited work.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adf18de2-0f98-4b3f-969c-53195acfd7cb · outbound

This paper cites an unresolved cited work.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 950b88e3-6f68-43d6-a25b-7278493b6090 · outbound

This paper cites an unresolved cited work.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3aeea7d-27cd-4d42-ab3a-cc4ab58f8cf1 · outbound

This paper cites an unresolved cited work.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39896001-e407-4d00-b522-8e13104cbd2e · outbound

This paper cites 22”) or spoken words (TN, e.g., “twenty-two.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs 22”) or spoken words (TN, e.g., “twenty-two

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c07e22fe-74d6-4002-a754-c1e98a6569a5 · outbound

This paper cites 22nd” following an ITN instruction, a standard normalizer converts it to “twenty second,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs 22nd” following an ITN instruction, a standard normalizer converts it to “twenty second,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76e307f9-446f-4065-8b15-471d91a92dd9 · outbound

This paper cites Standard.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Standard

Reference 8

Resolution: malformed identifier; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed2e110b-dbf5-4c58-a20d-89f32bbeee53 · outbound

This paper cites an unresolved cited work.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4712ad91-6399-486b-88f0-a4dd83ec1f06 · outbound

This paper cites All content was reviewed and validated by the authors.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs All content was reviewed and validated by the authors

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f7f1991-29d5-4e81-8569-8ec9eee7042b · outbound

This paper cites SALMONN: Towards generic hearing abilities for large language models,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs SALMONN: Towards generic hearing abilities for large language models,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0891cb16-4399-4f0e-b866-501bbb99ede7 · outbound

This paper cites Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-06-30T07:34:21.799793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 72db6cf8-a841-4ab7-8e03-ce8448ebaf02 · outbound

This paper cites Qwen2.5-Omni Technical Report.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Qwen2.5-Omni Technical Report

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-06-30T07:34:21.790114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d078c01e-ca32-45ef-b5a8-ffdba9edee69 · outbound

This paper cites Lib- rispeech: An ASR corpus based on public domain audio books,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Lib- rispeech: An ASR corpus based on public domain audio books,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e72b7596-415c-4644-b4a7-e63a3c0a868a · outbound

This paper cites SPGISpeech: 5,000 hours of transcribed financial audio for fully formatted end-to-end speech recognition,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs SPGISpeech: 5,000 hours of transcribed financial audio for fully formatted end-to-end speech recognition,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3d06017-5b5e-4330-b650-6f5f611c1426 · outbound

This paper cites Earnings-22: A practical benchmark for accents in the wild,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Earnings-22: A practical benchmark for accents in the wild,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fba494af-0b5d-4eb0-a2a1-155ef55d10a3 · outbound

This paper cites GigaSpeech: An evolving, multi-domain ASR corpus with 10,000 hours of transcribed au- dio,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs GigaSpeech: An evolving, multi-domain ASR corpus with 10,000 hours of transcribed au- dio,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ab4f8fc-ede6-499e-b474-c009a1df4376 · outbound

This paper cites The ami meeting corpus,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs The ami meeting corpus,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43e704e1-e2e7-45e8-9dae-8c280bdc10f6 · outbound

This paper cites V oxPopuli: A large-scale multilingual speech corpus for representation learning, semi-supervised learning and interpreta- tion,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs V oxPopuli: A large-scale multilingual speech corpus for representation learning, semi-supervised learning and interpreta- tion,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4db163c6-883b-4d16-94c9-5bafb678780d · outbound

This paper cites Common V oice: A massively-multilingual speech corpus,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Common V oice: A massively-multilingual speech corpus,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7ab28a0-4a3e-4606-b5a6-bb0e85d638ed · outbound

This paper cites End-to-End Rich Transcription-Style Automatic Speech Recognition with Semi-Supervised Learning.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs End-to-End Rich Transcription-Style Automatic Speech Recognition with Semi-Supervised Learning

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-06-30T07:34:21.790001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7caa8452-4898-4ae9-990a-869cd9a2b726 · outbound

This paper cites MMAU: A Holistic Benchmark of Agent Capabilities Across Diverse Domains.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs MMAU: A Holistic Benchmark of Agent Capabilities Across Diverse Domains

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-06-30T07:34:21.793214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4b5dee97-94de-4cce-8e2c-254715369ddf · outbound

This paper cites Speech-IFEval: Evaluating Instruction-Following and Quantifying Catastrophic Forgetting in Speech-Aware Language Models.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Speech-IFEval: Evaluating Instruction-Following and Quantifying Catastrophic Forgetting in Speech-Aware Language Models

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-06-30T07:34:21.796509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3e9aedf8-aa48-42e6-94b8-84fb77e2848a · outbound

This paper cites Instruction-Following Speech Recognition.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Instruction-Following Speech Recognition

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-06-30T07:34:21.802883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 78197144-cf55-44c1-95c4-75cbb3926c46 · outbound

This paper cites Open ASR leaderboard,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Open ASR leaderboard,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2ef0593-a380-4d4f-8e62-6c0c92e35815 · outbound

This paper cites RNN Approaches to Text Normalization: A Challenge.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs RNN Approaches to Text Normalization: A Challenge

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-06-30T07:34:21.805699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 08cce4f0-19e8-4719-b6b3-1a7d37a4a802 · outbound

This paper cites Deep context: End-to-end contex- tual speech recognition,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Deep context: End-to-end contex- tual speech recognition,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf751df5-580b-4a09-92a4-df3d1fa61f22 · outbound

This paper cites Spontaneous speech: How people really talk and why engineers should care,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Spontaneous speech: How people really talk and why engineers should care,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7de4f260-105d-4f08-89ef-373d151a4191 · outbound

This paper cites Bidirectional recurrent neural network with attention mechanism for punctuation restoration,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Bidirectional recurrent neural network with attention mechanism for punctuation restoration,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da891a08-1b62-48fa-bd79-4f7acefea2c4 · outbound

This paper cites Longer is (not necessarily) stronger: Punc- tuated long-sequence training for enhanced speech recognition and translation,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Longer is (not necessarily) stronger: Punc- tuated long-sequence training for enhanced speech recognition and translation,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4aa9218a-5c3d-40ea-a763-e7e53761ea12 · outbound

This paper cites Qwen3 Technical Report.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Qwen3 Technical Report

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-06-30T07:34:21.798432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 505b05c3-a23a-4bda-8df0-3c75223abfa8 · outbound

This paper cites open asr leaderboard/normalizer,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs open asr leaderboard/normalizer,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b507b33-a595-464f-8249-7bbf769c5f16 · outbound

This paper cites Robust speech recognition via large-scale weak su- pervision,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Robust speech recognition via large-scale weak su- pervision,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cae87b92-83cc-4a4d-bdbb-1d24c1d07701 · outbound

This paper cites What is lost in normalization? Exploring pitfalls in multilingual ASR model evaluations,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs What is lost in normalization? Exploring pitfalls in multilingual ASR model evaluations,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc1ff3ed-950d-4dfc-bddc-cf8196f1f909 · outbound

This paper cites arXiv preprint arXiv:2509.14128 , year =.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs arXiv preprint arXiv:2509.14128 , year =

Reference 35

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T07:34:21.782612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b71f859e-edd8-45cd-b987-468deb4c40d0 · outbound

This paper cites Fast conformer with linearly scalable attention for efficient speech recognition,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Fast conformer with linearly scalable attention for efficient speech recognition,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c2c7284-fdd4-421f-a083-c59b72951ba4 · outbound

This paper cites Efficient sequence transduction by jointly predicting tokens and durations,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Efficient sequence transduction by jointly predicting tokens and durations,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb454d88-8374-46c4-b610-317859993007 · outbound

This paper cites Qwen2. 5 technical report,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Qwen2. 5 technical report,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cc82e96-1ff4-4949-a65d-98a87d4c6cb4 · outbound

This paper cites Lora: Low-rank adaptation of large language models.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Lora: Low-rank adaptation of large language models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b03c37ba-07ad-4462-a21e-b1dfda67028e · outbound

This paper cites Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-06-30T07:34:21.779789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3fe6b5a9-40fc-4198-9b60-0daa379a17e9 · outbound

This paper cites Qwen3-Omni Technical Report.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Qwen3-Omni Technical Report

Reference 41

Resolution: verified exact; local_arxiv, observed 2026-06-30T07:34:21.808452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 27bdba1f-014e-4fdb-9280-fba7b745c280 · outbound

This paper cites NVIDIA NeMo Canary-Qwen-2.5B,.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs NVIDIA NeMo Canary-Qwen-2.5B,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c1fb2fb-025c-4e7f-ba48-7963825cf84a · outbound

This paper cites Um, and profit aim is fifty million Euros, which is uh.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Um, and profit aim is fifty million Euros, which is uh

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b21faa45-485a-4b5b-8122-55a784e69741 · outbound

This paper cites an unresolved cited work.

Preference-ASR: A Preference-Aware Test Set for Benchmarking ASR in the Era of Speech LLMs Unresolved cited work

Reference 44

Resolution: malformed identifier; no resolver link, observed 2026-06-30T07:26:38.380118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4e1c45ee-beb8-4513-9b94-6224a6ad7915 · inbound