Paper Citation Record · LEDGER

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction

As of 8 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2506.09792.

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

pith.paper-citation-record.v1
2506.09792 v2

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:46:04.812385Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:46:04.622698Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T04:46:04.891505Z

Reference resolution

40 of 40 outbound references displayed

verified exact2
verified fuzzy33
unresolved4
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dc2de33d-730c-49d9-8dc4-cc305f4e20d3 · outbound

This paper cites Most existing studies focus on improving the audio-visual fusion mechanisms [1, 2, 3, 4, 5] or addressing visual cue-impaired scenarios [6, 7].

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Most existing studies focus on improving the audio-visual fusion mechanisms [1, 2, 3, 4, 5] or addressing visual cue-impaired scenarios [6, 7]

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.469713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bd51abf4-a74b-46fe-be2e-d77959f7cc4a · outbound

This paper cites Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-07T04:46:04.897605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bdec9dcb-8ec5-42ea-9e00-963626b2f9bd · outbound

This paper cites Dataset In this study, several experimental settings are considered: •Training Set:A two-speaker mixture training set is simu- lated following previous work [1, 6, 2, 3].

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Dataset In this study, several experimental settings are considered: •Training Set:A two-speaker mixture training set is simu- lated following previous work [1, 6, 2, 3]

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.453563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6dfff320-741e-4807-8bea-7aaa4718b772 · outbound

This paper cites an unresolved cited work.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:46:05.438722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 715afddc-d228-491b-bd38-b22495bee4f9 · outbound

This paper cites Full occ.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Full occ

Reference 5

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T04:46:05.423908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 554b79fa-87ed-4956-9e48-178c2cbd62e7 · outbound

This paper cites an unresolved cited work.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:46:05.408576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f77eb3b3-5e62-42a7-a8a1-15d631fae36a · outbound

This paper cites 62401377, Shenzhen Sci- ence and Technology Program (Shenzhen Key Laboratory, Grant No.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction 62401377, Shenzhen Sci- ence and Technology Program (Shenzhen Key Laboratory, Grant No

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.393041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 277ee2e9-90dc-421c-8b38-bbdb74a5141e · outbound

This paper cites Muse: Multi-modal target speaker extraction with visual cues,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Muse: Multi-modal target speaker extraction with visual cues,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.377153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5ecfee67-d124-4cc9-b4a4-b30340e60df6 · outbound

This paper cites Av-sepformer: Cross-attention sepformer for audio-visual target speaker extraction,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Av-sepformer: Cross-attention sepformer for audio-visual target speaker extraction,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.361888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dc1f0523-48b4-4580-b3cb-863bb54eea93 · outbound

This paper cites Avhumar: Audio- visual target speech extraction with pre-trained av-hubert and mask-and-recover strategy,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Avhumar: Audio- visual target speech extraction with pre-trained av-hubert and mask-and-recover strategy,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.347080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e9d1b61d-adb8-4864-84af-404c35a7c337 · outbound

This paper cites Target speech extraction with pre-trained av-hubert and mask-and-recover strat- egy,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Target speech extraction with pre-trained av-hubert and mask-and-recover strat- egy,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.331829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9f2fce59-8df6-46fc-a264-defe611a2a0e · outbound

This paper cites c 2av-tse: Context and confidence-aware audio visual target speaker extraction,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction c 2av-tse: Context and confidence-aware audio visual target speaker extraction,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.317657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fb5b5b21-c426-4760-ba87-16c0ddf158b4 · outbound

This paper cites Imaginenet: Target speaker extraction with intermittent visual cue through embedding inpainting,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Imaginenet: Target speaker extraction with intermittent visual cue through embedding inpainting,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.303072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e0ad3710-a4cd-4595-8c2f-a4944678ed28 · outbound

This paper cites Restoring speaking lips from occlusion for audio-visual speech recognition,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Restoring speaking lips from occlusion for audio-visual speech recognition,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.287472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1d9e7c30-6caf-405d-8f3f-df8ed062ab1f · outbound

This paper cites Semantic en- coding during language comprehension at single-cell resolution,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Semantic en- coding during language comprehension at single-cell resolution,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.271997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 747ba67d-bf1f-43dd-bba5-3db1cc01ab66 · outbound

This paper cites Hubert: Self-supervised speech representa- tion learning by masked prediction of hidden units,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Hubert: Self-supervised speech representa- tion learning by masked prediction of hidden units,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.256584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ce3d5104-6aa5-4de9-8092-a6289ee7cd5f · outbound

This paper cites Large language model can transcribe speech in multi-talker scenarios with versatile instructions,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Large language model can transcribe speech in multi-talker scenarios with versatile instructions,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.240980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e133f23a-cfdd-4793-945f-bc8822d23e76 · outbound

This paper cites Target speech extraction with pre-trained self-supervised learning models,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Target speech extraction with pre-trained self-supervised learning models,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.225837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e15dd3bf-0e42-49e5-aeb5-e76d5bcad2a6 · outbound

This paper cites Probing self-supervised learning models with target speech extraction,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Probing self-supervised learning models with target speech extraction,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.210381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 78c595a9-fa23-41e9-b7e4-e1ed7ad327c5 · outbound

This paper cites A large-scale evaluation of speech foundation models,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction A large-scale evaluation of speech foundation models,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.194831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a571c4ce-40a4-4f71-b03d-16c5d536b767 · outbound

This paper cites Transferring knowledge from large foundation models to small downstream models,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Transferring knowledge from large foundation models to small downstream models,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.179377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 62790262-403f-4144-b32a-f3b86abd677e · outbound

This paper cites Knowledge transfer from pre-trained language models to cif-based speech recognizers via hierarchical distillation,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Knowledge transfer from pre-trained language models to cif-based speech recognizers via hierarchical distillation,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.163405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b915031b-a18a-458b-90d7-4e2dd441ec03 · outbound

This paper cites Speechtok- enizer: Unified speech tokenizer for speech large language mod- els,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Speechtok- enizer: Unified speech tokenizer for speech large language mod- els,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.146935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 97115ffb-4df0-4dc0-9975-36526792fae7 · outbound

This paper cites LSCodec: Low-Bitrate and Speaker-Decoupled Discrete Speech Codec.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction LSCodec: Low-Bitrate and Speaker-Decoupled Discrete Speech Codec

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T04:46:04.733824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ddd5d4f-bc6b-4752-958a-3c196629d5fd · outbound

This paper cites ALMTokenizer: A Low- bitrate and Semantic-rich Audio Codec Tokenizer for Audio Lan- guage Modeling,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction ALMTokenizer: A Low- bitrate and Semantic-rich Audio Codec Tokenizer for Audio Lan- guage Modeling,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.131868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4a37c920-5726-402b-9940-466c6bb4effb · outbound

This paper cites Wavlm: Large-scale self- supervised pre-training for full stack speech processing,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Wavlm: Large-scale self- supervised pre-training for full stack speech processing,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.116365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c2378fd2-e3ac-4f81-96a9-249ff3ea9aac · outbound

This paper cites Roberta: A robustly optimized bert pretraining approach,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Roberta: A robustly optimized bert pretraining approach,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.100660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cccba63c-671b-4ce4-a72c-1fa36577a663 · outbound

This paper cites Separate in the speech chain: cross-modal conditional audio-visual target speech extraction,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Separate in the speech chain: cross-modal conditional audio-visual target speech extraction,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.084425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9e63d60d-5eac-43ff-b8f5-113ff6fe942a · outbound

This paper cites V oxceleb2: Deep speaker recognition,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction V oxceleb2: Deep speaker recognition,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T04:46:04.759101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf384b2e-344f-4da7-a016-6670a52231d2 · outbound

This paper cites Watch or listen: Ro- bust audio-visual speech recognition with visual corruption mod- eling and reliability scoring,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Watch or listen: Ro- bust audio-visual speech recognition with visual corruption mod- eling and reliability scoring,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.058171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8f3733b2-e3a8-4f34-9193-24faa3e99dcd · outbound

This paper cites Lrs3-ted: a large- scale dataset for visual speech recognition,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Lrs3-ted: a large- scale dataset for visual speech recognition,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.042463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation df70e485-3872-4cd2-b00f-2584726a6d38 · outbound

This paper cites Sdr – half-baked or well done?.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Sdr – half-baked or well done?

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.027505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d35c370d-25fb-4aa2-92c0-6f0d5cbb1174 · outbound

This paper cites Single-sided Real-time PESQ Score Estimation.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Single-sided Real-time PESQ Score Estimation

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-08-07T04:46:04.857164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d0040916-1427-4b42-8027-a37154c8e2ae · outbound

This paper cites An al- gorithm for intelligibility prediction of time–frequency weighted noisy speech,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction An al- gorithm for intelligibility prediction of time–frequency weighted noisy speech,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:05.011753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2feebede-1b54-43ca-a246-0f0eb293d75e · outbound

This paper cites SpeechBERTScore: Reference-aware automatic evaluation of speech generation leveraging nlp evaluation metrics,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction SpeechBERTScore: Reference-aware automatic evaluation of speech generation leveraging nlp evaluation metrics,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:04.995934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e82f49b8-00ac-4725-ad93-a1c3d3503b1e · outbound

This paper cites How should we extract discrete audio tokens from self-supervised models?.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction How should we extract discrete audio tokens from self-supervised models?

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:04.979381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 673af5ad-5b81-4606-a91d-8a5f8194060c · outbound

This paper cites Connectionist temporal classification: Labelling unsegmented sequence data with recurrent neural networks,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Connectionist temporal classification: Labelling unsegmented sequence data with recurrent neural networks,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:04.962900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5426972f-cbe5-4462-b88d-d586d4b961b1 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representa- tions,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction wav2vec 2.0: A framework for self-supervised learning of speech representa- tions,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:04.946664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c5af5730-58c1-48f1-870e-a77dab4ef6d3 · outbound

This paper cites Learning audio-visual speech representation by masked multimodal cluster prediction,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Learning audio-visual speech representation by masked multimodal cluster prediction,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:04.929645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4ac4cd68-4834-42c4-8b31-c4753ab3a989 · outbound

This paper cites Intuitive multilingual audio- visual speech recognition with a single-trained model,.

Incorporating Linguistic Constraints from External Knowledge Source for Audio-Visual Target Speech Extraction Intuitive multilingual audio- visual speech recognition with a single-trained model,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:46:04.913816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation bd51abf4-a74b-46fe-be2e-d77959f7cc4a · inbound