Paper Citation Record · LEDGER

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy

As of 6 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 1 inbound Pith citation observation for arXiv:2606.04680.

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

pith.paper-citation-record.v1
2606.04680 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T04:37:26.452974Z

measured 47 of 47 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T04:37:26.452974Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-02T11:06:53.383879Z

Reference resolution

46 of 46 outbound references displayed

verified exact9
verified fuzzy0
unresolved36
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 180fe86c-654b-433c-95b5-c11f11e801ac · outbound

This paper cites Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-07-02T11:06:53.385236Z

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 57906eeb-f801-495e-ba7c-52dee052ad26 · outbound

This paper cites ASR Hypothesis Evaluation ASR Hypothesis Evaluation concerns the problem of assessing how well the output of an ASR system explains the original speech signal.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy ASR Hypothesis Evaluation ASR Hypothesis Evaluation concerns the problem of assessing how well the output of an ASR system explains the original speech signal

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation 0d009c89-1c8a-481e-be0f-d3df5a5aec21 · outbound

This paper cites What I cannot create I.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy What I cannot create I

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation ea44ca7e-72b1-4597-be16-761b4b0072ea · outbound

This paper cites R. ”, “Sen.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy R. ”, “Sen

Reference 4

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Observation 33661161-eb5e-485c-a7ce-e62e80974952 · outbound

This paper cites READ is reference-free and requires only the original speech signal to assess hypotheses, indicating fine-grained acoustic discrepancy.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy READ is reference-free and requires only the original speech signal to assess hypotheses, indicating fine-grained acoustic discrepancy

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0045ce57-6cd1-4703-83f9-b5a25b9d6205 · outbound

This paper cites The authors independently developed the re- search framework and experimental methodology.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy The authors independently developed the re- search framework and experimental methodology

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d39ffe0c-542a-44c8-b485-5f5ae95dfd24 · outbound

This paper cites Confidence measures for large vocabulary continuous speech recognition,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Confidence measures for large vocabulary continuous speech recognition,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc8d6b5d-aaf1-4b9e-834d-0cc8cfbb9264 · outbound

This paper cites Confidence measures for speech recognition: A sur- vey,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Confidence measures for speech recognition: A sur- vey,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dad8da67-5f4f-4051-b5ad-704d2e991f2b · outbound

This paper cites Word level confidence annotation using combinations of features,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Word level confidence annotation using combinations of features,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a26b4ff-cf35-43a9-8eed-fe599487aa9f · outbound

This paper cites On calibra- tion of modern neural networks,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy On calibra- tion of modern neural networks,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f155c6fb-5ff1-48e2-bc7a-7e155dc28e1b · outbound

This paper cites Large Scale Language Modeling in Automatic Speech Recognition.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Large Scale Language Modeling in Automatic Speech Recognition

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-07-02T11:06:53.405094Z

Source-reported events for the cited work

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Observation aa77f5ac-8445-426b-a52a-fb811c24528f · outbound

This paper cites Recurrent neural network based language model.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Recurrent neural network based language model

Reference 12

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Source-reported events for the cited work

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Observation 7846a626-0c4d-4a0a-8740-817c8455fb99 · outbound

This paper cites Word error rate estimation for speech recognition: e-WER,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Word error rate estimation for speech recognition: e-WER,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

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Observation 573ea3e2-bdc7-46ee-8d0f-1ff58e872747 · outbound

This paper cites A post-processing system to yield reduced word er- ror rates: Recognizer output voting error reduction (rover),.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy A post-processing system to yield reduced word er- ror rates: Recognizer output voting error reduction (rover),

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation a345f4d9-a582-4936-8669-921f088e026b · outbound

This paper cites Can Generative Large Language Models Perform ASR Error Correction?.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Can Generative Large Language Models Perform ASR Error Correction?

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-02T11:06:53.402370Z

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Observation bd4dfedc-0837-4c8c-8d51-56a3d11068a7 · outbound

This paper cites Hyporadise: An open baseline for generative speech recognition with large language models,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Hyporadise: An open baseline for generative speech recognition with large language models,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation 1bbdba8f-fba1-4400-a188-e8eae28575ec · outbound

This paper cites Progres: Prompted generative rescoring on asr n-best,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Progres: Prompted generative rescoring on asr n-best,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation e7bbda7e-0c6c-4724-94c1-ca5034029d53 · outbound

This paper cites Re- jection improves reliability: Training LLMs to refuse unknown questions using RL from knowledge feedback,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Re- jection improves reliability: Training LLMs to refuse unknown questions using RL from knowledge feedback,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e7375b7-591f-44da-88b8-b5c81086cdb8 · outbound

This paper cites Word Error Rate Estimation Without ASR Output: e-WER2,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Word Error Rate Estimation Without ASR Output: e-WER2,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation 44acb57f-5831-454a-a1ec-e3d4f90920d4 · outbound

This paper cites Fast word error rate esti- mation using self-supervised representations for speech and text,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Fast word error rate esti- mation using self-supervised representations for speech and text,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 003f3b95-347b-478c-abbc-8859000ab9cf · outbound

This paper cites On the robust ap- proximation of asr metrics,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy On the robust ap- proximation of asr metrics,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation c07b94d6-6bcd-4025-8dec-bb5c83328907 · outbound

This paper cites Large language models are efficient learners of noise- robust speech recognition,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Large language models are efficient learners of noise- robust speech recognition,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation 7f3b06f2-48dd-4ec8-8c2d-91fa521b6bfc · outbound

This paper cites Listen again and choose the right answer: A new paradigm for automatic speech recognition with large language models,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Listen again and choose the right answer: A new paradigm for automatic speech recognition with large language models,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f03487d-6abe-4ed8-a92e-65d25ff58adc · outbound

This paper cites Speech recognition: A model and a program for research,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Speech recognition: A model and a program for research,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 163c29c5-c343-4b2e-b5b1-6ce526311bab · outbound

This paper cites CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-07-02T11:06:53.399558Z

Source-reported events for the cited work

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Observation 29ba8f78-6762-4f96-88a4-233340e5f762 · outbound

This paper cites Semantic Distance: A New Metric for ASR Per- formance Analysis Towards Spoken Language Understanding,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Semantic Distance: A New Metric for ASR Per- formance Analysis Towards Spoken Language Understanding,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation 3f3bb102-fecb-496d-99ea-bcfedadbd274 · outbound

This paper cites Asr rescoring and confidence estimation with electra,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Asr rescoring and confidence estimation with electra,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation 434a487c-b1e5-48b6-81cc-873386319611 · outbound

This paper cites An evaluation of word-level confidence estimation for end-to-end automatic speech recognition,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy An evaluation of word-level confidence estimation for end-to-end automatic speech recognition,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation 014fecd9-a75e-43d3-99b7-5e12db185c56 · outbound

This paper cites Neural codec language models are zero-shot text to speech synthesizers,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Neural codec language models are zero-shot text to speech synthesizers,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation 1544ab3c-9749-470c-9b3d-850a3178cb89 · outbound

This paper cites CosyVoice 3: Towards In-the-wild Speech Generation via Scaling-up and Post-training.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy CosyVoice 3: Towards In-the-wild Speech Generation via Scaling-up and Post-training

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-07-02T11:06:53.408220Z

Source-reported events for the cited work

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Observation 8380a461-bd96-48c6-baaa-409dd38bda18 · outbound

This paper cites IndexTTS: An Industrial-Level Controllable and Efficient Zero-Shot Text-To-Speech System.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy IndexTTS: An Industrial-Level Controllable and Efficient Zero-Shot Text-To-Speech System

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-07-02T11:06:53.393587Z

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Observation fe9acba1-8217-43a3-80c5-c2a938354d4d · outbound

This paper cites A recursive algorithm for the forced alignment of very long audio segments.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy A recursive algorithm for the forced alignment of very long audio segments

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation 5cac67bc-26bd-4560-946b-940990db27eb · outbound

This paper cites The kaldi speech recognition toolkit,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy The kaldi speech recognition toolkit,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation 1f4082e2-65af-422b-8e3f-0041761943c4 · outbound

This paper cites Qwen3-ASR Technical Report.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Qwen3-ASR Technical Report

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-07-02T11:06:53.392549Z

Source-reported events for the cited work

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Observation 7f4d4fa9-8987-4787-a1ac-96d74b617580 · outbound

This paper cites Attention-constrained inference for robust decoder-only text-to- speech,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Attention-constrained inference for robust decoder-only text-to- speech,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation 87845dfc-9904-4f8c-b910-70aae16a9c5a · outbound

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

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Robust speech recognition via large-scale weak su- pervision,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation be627e41-244e-442c-87e7-a151e8b75a83 · outbound

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

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Fast conformer with linearly scalable attention for efficient speech recognition,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation e181bf22-9821-4065-a60c-c01d426ae1fb · outbound

This paper cites Qwen2.5-Omni Technical Report.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Qwen2.5-Omni Technical Report

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-07-02T11:06:53.395584Z

Source-reported events for the cited work

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Observation 961e1b9b-d7cc-4357-9395-eef7cab3ef1c · outbound

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

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Lib- rispeech: An ASR corpus based on public domain audio books,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation 7518f2a5-38ee-4751-97e8-9222aba3908a · outbound

This paper cites SPGISpeech: 5,000 Hours of Transcribed Financial Audio for Fully Formatted End-to-End Speech Recog- nition,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy SPGISpeech: 5,000 Hours of Transcribed Financial Audio for Fully Formatted End-to-End Speech Recog- nition,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation 9236a02a-f808-4554-a58d-6f3d4cfadf0e · outbound

This paper cites Switchboard: Telephone speech corpus for research and development,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Switchboard: Telephone speech corpus for research and development,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

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Observation b91eea58-b7b9-412b-b2f0-f2cdaab76503 · outbound

This paper cites TED-LIUM 3: Twice as much data and corpus repartition for experiments on speaker adaptation,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy TED-LIUM 3: Twice as much data and corpus repartition for experiments on speaker adaptation,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation f4d39e80-c8a1-4768-ac00-6a40f4bbdc3f · outbound

This paper cites Noisy speech database for training speech enhancement algorithms and TTS models, 2016,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy Noisy speech database for training speech enhancement algorithms and TTS models, 2016,

Reference 43

Resolution: verified exact; doi, observed 2026-06-28T06:21:43.665659Z

Source-reported events for the cited work

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Observation 0be83e94-89cb-48ac-b359-e73758dca654 · outbound

This paper cites The ASRU 2019 mandarin-english code-switching speech recognition challenge: Open datasets, tracks, methods and results,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy The ASRU 2019 mandarin-english code-switching speech recognition challenge: Open datasets, tracks, methods and results,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation af4067aa-804c-4ca6-9341-a09adb254c2d · outbound

This paper cites TALCS: An open-source Mandarin-English code-switching cor- pus and a speech recognition baseline,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy TALCS: An open-source Mandarin-English code-switching cor- pus and a speech recognition baseline,

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Observation 500d104d-a91d-4c63-8598-c5a4b672da47 · outbound

This paper cites WHAM!: Extending Speech Separation to Noisy Envi- ronments,.

Read What You Hear: Reference-Free Hypotheses Evaluation with Acoustic Discrepancy WHAM!: Extending Speech Separation to Noisy Envi- ronments,

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-28T04:37:26.452974Z

Source-reported events for the cited work

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Pith citing papers

Observation 180fe86c-654b-433c-95b5-c11f11e801ac · inbound