Paper Citation Record · LEDGER

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR

As of 11 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 2 inbound Pith citation observations for arXiv:2605.20712.

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

pith.paper-citation-record.v1
2605.20712 v2

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T17:35:56.315678Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T17:35:56.315678Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-01T15:05:48.428715Z

Reference resolution

32 of 32 outbound references displayed

verified exact6
verified fuzzy25
unresolved0
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8255ee8e-cb74-4d52-8f18-90c752788d54 · outbound

This paper cites This requires rich transcription: text with grammatical punctuation, standardized numerals, and domain- appropriate orthographic conventions.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR This requires rich transcription: text with grammatical punctuation, standardized numerals, and domain- appropriate orthographic conventions

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.872294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 760e3839-777a-49a2-8af9-d590291f4c78 · outbound

This paper cites Current pipelines for formatted output often rely on decoupled inverse text normalization [ 8], which ignores prosodic cues and homo- phone resolution.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Current pipelines for formatted output often rely on decoupled inverse text normalization [ 8], which ignores prosodic cues and homo- phone resolution

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.881275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1aa6884e-0694-48f5-ad49-b0a4eb29b02a · outbound

This paper cites SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-07-01T15:05:48.430181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 58459f77-56f6-43e2-8166-927787974d1d · outbound

This paper cites 302” not “three hundred two.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR 302” not “three hundred two

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.914013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cdcf162b-ad11-42c8-9e9d-e513bd8845f1 · outbound

This paper cites an unresolved cited work.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Unresolved cited work

Reference 5

Resolution: malformed identifier; raw_fallback, observed 2026-07-08T08:34:49.908334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d1f93fd6-71b8-4589-8a49-530b188dc5df · outbound

This paper cites We introduced SCRIBE to address both through sandhi- tolerant alignment and categorical error decomposition, vali- dated by strong agreement with expert linguists.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR We introduced SCRIBE to address both through sandhi- tolerant alignment and categorical error decomposition, vali- dated by strong agreement with expert linguists

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.896484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ee512d23-40a3-4dfe-a115-f8d2cbbe3d81 · outbound

This paper cites All fi- nal content was reviewed, verified, and approved by the authors, who take full responsibility for the integrity of the research and its presentation.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR All fi- nal content was reviewed, verified, and approved by the authors, who take full responsibility for the integrity of the research and its presentation

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.861065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e8eab31f-a2b3-4f4d-9a83-550a97320a43 · outbound

This paper cites Quantitative analysis of the morphological complexity of malayalam language.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Quantitative analysis of the morphological complexity of malayalam language

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.864361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 722b4f62-9d45-474f-853a-42a90ff38081 · outbound

This paper cites Sta- tistical analyses of telugu text corpora.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Sta- tistical analyses of telugu text corpora

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.875540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 83cecbb6-40bd-4a82-9f19-83aee68b3a1a · outbound

This paper cites Robust speech recognition via large-scale weak supervision.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Robust speech recognition via large-scale weak supervision

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.854033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c44a4b57-6c26-4ea1-8d7e-0bcee1d4c11d · outbound

This paper cites Granary: Speech Recognition and Translation Dataset in 25 European Languages.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Granary: Speech Recognition and Translation Dataset in 25 European Languages

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.857303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6cd6c019-2dc2-492a-9a5c-e14be68d36ef · outbound

This paper cites Effectiveness of mining au- dio and text pairs from public data for improving asr systems for low-resource languages.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Effectiveness of mining au- dio and text pairs from public data for improving asr systems for low-resource languages

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.846610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 028c255b-64e7-4159-9406-1431b8d12111 · outbound

This paper cites Vistaar: Diverse Benchmarks and Training Sets for Indian Language ASR.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Vistaar: Diverse Benchmarks and Training Sets for Indian Language ASR

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.850371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 229b0597-06b7-450a-83b9-212d0c46a7c4 · outbound

This paper cites Towards bringing parity in pretraining datasets for low-resource indian languages.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Towards bringing parity in pretraining datasets for low-resource indian languages

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.868172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0b8d33b9-044f-4fef-a06e-0e55cf91a3e6 · outbound

This paper cites Mark my words: A robust multilingual model for punctuation in text and speech transcripts.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Mark my words: A robust multilingual model for punctuation in text and speech transcripts

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.834622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8e08a896-41bf-4967-98e6-83d632a267bd · outbound

This paper cites Advocating character error rate for multilingual ASR evaluation.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Advocating character error rate for multilingual ASR evaluation

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.838127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 480d7c90-21d1-4890-8eae-f27dc519d1ac · outbound

This paper cites Beyond Leven- shtein: Leveraging Multiple Algorithms for Robust Word Error Rate Computations And Granular Error Classifications.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Beyond Leven- shtein: Leveraging Multiple Algorithms for Robust Word Error Rate Computations And Granular Error Classifications

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.842345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation daf9f1a4-54ed-42b5-8194-1cb56d6a53dc · outbound

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

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR What is lost in normalization? exploring pitfalls in multilingual ASR model evaluations

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.878268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 38ae9fe9-94ec-496f-9fe1-a2f0fdfb6aff · outbound

This paper cites From WER and RIL to MER and WIL: improved evaluation measures for connected speech recognition.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR From WER and RIL to MER and WIL: improved evaluation measures for connected speech recognition

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.911160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a2e5bfdf-f21f-44ae-9d1c-3c98f3544b59 · outbound

This paper cites SeMaScore : a new evaluation metric for automatic speech recognition tasks.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR SeMaScore : a new evaluation metric for automatic speech recognition tasks

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-01T15:05:48.432750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 44a53535-3db1-44cf-8d23-91827c7d02c9 · outbound

This paper cites Towards orthographically- informed evaluation of speech recognition systems for indian languages.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Towards orthographically- informed evaluation of speech recognition systems for indian languages

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.884025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a2f0dc9a-e1f0-4d4f-867a-082d8cd6b5a9 · outbound

This paper cites SandhiKosh: A benchmark corpus for evaluating Sanskrit sandhi tools.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR SandhiKosh: A benchmark corpus for evaluating Sanskrit sandhi tools

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.899641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a5753a3b-c06f-4fca-9186-7abd7af4c0a2 · outbound

This paper cites Sandhi splitting in Tamil and Telugu: A sequence-to-sequence approach leveraging transformer models.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Sandhi splitting in Tamil and Telugu: A sequence-to-sequence approach leveraging transformer models

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.902850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c6db8fe3-a338-49a2-8196-c718a9af0908 · outbound

This paper cites Finite state transducer based morphology analysis for Malayalam language.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Finite state transducer based morphology analysis for Malayalam language

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.905564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f2209a50-9b0f-41d7-b9f3-4a417e03fcfe · outbound

This paper cites IndicSUPERB: A Speech Processing Universal Performance Benchmark for Indian languages.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR IndicSUPERB: A Speech Processing Universal Performance Benchmark for Indian languages

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-01T15:05:48.440368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6426fb25-4181-47c1-b7cb-a56114f32b0f · outbound

This paper cites The IIIT-H Indic speech databases.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR The IIIT-H Indic speech databases

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.918309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ea08522f-6d2c-4349-949b-21c9b4cbf955 · outbound

This paper cites IMaSC -- ICFOSS Malayalam Speech Corpus.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR IMaSC -- ICFOSS Malayalam Speech Corpus

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-07-01T15:05:48.442818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a0087291-eda6-4a38-87fe-b53b42f1426d · outbound

This paper cites Indicvoices: Towards building an inclusive multilingual speech dataset for indian languages.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Indicvoices: Towards building an inclusive multilingual speech dataset for indian languages

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.887714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 30c02b9d-14dc-476c-9f2d-5715850ad9d9 · outbound

This paper cites Re- sources for Indian languages.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Re- sources for Indian languages

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.890587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3b75219f-f425-4747-86ba-f8822a4f995d · outbound

This paper cites Fleurs: Few-shot learning evaluation of universal representations of speech.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Fleurs: Few-shot learning evaluation of universal representations of speech

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T08:34:49.893597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8bfd96e6-bced-4bd2-8e1a-dc423d684b88 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-07-01T15:05:48.437715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0c45e7a7-f546-4e38-a555-40524c32e2aa · outbound

This paper cites IndicTrans2: Towards High-Quality and Accessible Machine Translation Models for all 22 Scheduled Indian Languages.

SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR IndicTrans2: Towards High-Quality and Accessible Machine Translation Models for all 22 Scheduled Indian Languages

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-07-01T15:05:48.435262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

Observation fd6d9f19-f459-4acc-898d-3086fbc35344 · inbound