Paper Citation Record · LEDGER

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition

As of 11 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 2 inbound Pith citation observations for arXiv:2605.13087.

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

pith.paper-citation-record.v1
2605.13087 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T21:54:06.330240Z

measured 31 of 31 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 2026-06-30T21:54:06.330240Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-06-30T21:55:05.375712Z

Reference resolution

29 of 29 outbound references displayed

verified exact5
verified fuzzy20
unresolved2
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f2d70794-0ace-4048-a05e-992925c2e69e · outbound

This paper cites However, zero-shot word er- ror rates (WER) for many Indic languages often exceed 100%.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition However, zero-shot word er- ror rates (WER) for many Indic languages often exceed 100%

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.215420Z

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 26150609-ea57-4ce3-8d12-ba557af4b9af · outbound

This paper cites Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-06-30T21:55:05.376976Z

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 7b4c13b9-defd-4a28-a571-adce5cba0ff9 · outbound

This paper cites an unresolved cited work.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-07-07T15:33:54.192308Z

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 084689de-7ccd-4e01-b673-df1a3185bfb4 · outbound

This paper cites However, when adapting to low-resource languages with complex phonotactics, the model Table 1:Data distribution in hours.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition However, when adapting to low-resource languages with complex phonotactics, the model Table 1:Data distribution in hours

Reference 4

Resolution: malformed identifier; raw_fallback, observed 2026-07-07T15:33:54.176760Z

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 0c5572ae-6ab1-4718-b12a-18b2ec1c4bcc · outbound

This paper cites Learning Rate Effect Figure 2 shows training loss for the Malayalam Whisper- medium model (representative; Hindi and Whisper-small ex- hibit identical trends).

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Learning Rate Effect Figure 2 shows training loss for the Malayalam Whisper- medium model (representative; Hindi and Whisper-small ex- hibit identical trends)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.188699Z

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 ecbd4681-9295-40b0-8875-a463f384955f · outbound

This paper cites over-parameterization.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition over-parameterization

Reference 6

Resolution: malformed identifier; raw_fallback, observed 2026-07-07T15:33:54.190522Z

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 20b312c4-bc29-4530-b037-326139e104f5 · outbound

This paper cites an unresolved cited work.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-07-07T15:33:54.181214Z

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 a80516cb-7fa5-42b0-a87f-1bcc46fc5023 · outbound

This paper cites All final content was re- viewed, verified, and approved by the authors, who take full responsibility for the integrity of the research and its presenta- tion.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition All final content was re- viewed, verified, and approved by the authors, who take full responsibility for the integrity of the research and its presenta- tion

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.183060Z

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 8956eb47-1108-4df2-9db6-b3a77f37ebe4 · outbound

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

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Robust speech recognition via large-scale weak supervision

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.186837Z

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 e409b530-f3a6-4a83-bae5-4b1678cdf23c · outbound

This paper cites Unsupervised cross-lingual representation learning for speech recognition.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Unsupervised cross-lingual representation learning for speech recognition

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.179354Z

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 e98842e6-1419-4310-a8a9-92cd92ee8bf9 · outbound

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

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Vistaar: Diverse Benchmarks and Training Sets for Indian Language ASR

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.207039Z

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 b86b8143-fd95-4abf-888d-04d3f8546751 · outbound

This paper cites whisper-finetune: Hyperparameter tun- ing.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition whisper-finetune: Hyperparameter tun- ing

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.194070Z

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 0bb090bc-1dfd-42c9-b851-9feff4a9f445 · outbound

This paper cites Overcoming catastrophic forgetting in neural networks.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Overcoming catastrophic forgetting in neural networks

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.220496Z

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 27f8687d-f79f-4bf9-a4c6-7e939e543f92 · outbound

This paper cites Curriculum learning.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Curriculum learning

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.216969Z

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 83b3b334-0146-4d38-aa48-56e0d8122ef4 · outbound

This paper cites Similarity of neural network representations revisited.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Similarity of neural network representations revisited

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.218585Z

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 f183a0e7-6471-4077-abbc-3c27f2555d94 · outbound

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

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition IndicSUPERB: A Speech Processing Universal Performance Benchmark for Indian languages

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-30T21:55:05.372171Z

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 e92630c5-a658-4606-8577-9f042cecc51e · outbound

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

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Effectiveness of mining au- dio and text pairs from public data for improving asr systems for low-resource languages

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.208987Z

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 53467f86-de77-463a-8cd4-8fa3962a3f7f · outbound

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

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Indicvoices: Towards building an inclusive multilingual speech dataset for indian languages

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.201581Z

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 3a6627d3-3f4e-4def-87b7-56837d4b2880 · outbound

This paper cites ESB: A Benchmark For Multi-Domain End-to-End Speech Recognition.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition ESB: A Benchmark For Multi-Domain End-to-End Speech Recognition

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-06-30T21:55:05.374583Z

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 3bdb1564-ee6b-43f2-aa5a-d2e4de17bcde · outbound

This paper cites Cba-whisper: Curriculum learning-based adalora fine-tuning on whisper for low-resource dysarthric speech recognition.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Cba-whisper: Curriculum learning-based adalora fine-tuning on whisper for low-resource dysarthric speech recognition

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.203468Z

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 5e9157bb-48a1-4c58-ad4f-ee0d11da0c89 · outbound

This paper cites Task-Informed Anti-Curriculum by Masking Improves Downstream Performance on Text.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Task-Informed Anti-Curriculum by Masking Improves Downstream Performance on Text

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-06-30T21:55:05.369056Z

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 3e9ca230-be7f-4908-92c9-056b554c620e · outbound

This paper cites Layer-wise analysis of a self-supervised speech representation model.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Layer-wise analysis of a self-supervised speech representation model

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.195869Z

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 d5e6b1a4-3312-4efa-9aee-4ea776deb952 · outbound

This paper cites Comparative layer-wise analy- sis of self-supervised speech models.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Comparative layer-wise analy- sis of self-supervised speech models

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.199617Z

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 b7293e16-a2d1-4b61-a3ae-95feb08ec33a · outbound

This paper cites What happens to BERT embeddings during fine-tuning?.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition What happens to BERT embeddings during fine-tuning?

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.197776Z

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 f68da92d-ff51-4373-9c11-d06c92d07b0f · outbound

This paper cites FLEURS: Few-shot Learning Evaluation of Universal Representations of Speech.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition FLEURS: Few-shot Learning Evaluation of Universal Representations of Speech

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-06-30T21:55:05.379459Z

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 a3b8115e-7210-4fca-90f1-1585beb0eb45 · outbound

This paper cites Re- sources for Indian languages.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Re- sources for Indian languages

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.204963Z

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 d354f33b-3fdd-42b2-8da6-f4e2c9e5510f · outbound

This paper cites Enhancing whisper’s accu- racy and speed for indian languages through prompt-tuning and tokenization.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Enhancing whisper’s accu- racy and speed for indian languages through prompt-tuning and tokenization

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.210910Z

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 b4b2d4a3-f8b1-4ec8-b533-203a12c6f756 · outbound

This paper cites A metric for distributions with applications to image databases.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition A metric for distributions with applications to image databases

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.213191Z

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 501192b8-ff28-425e-b125-74bbc71656e0 · outbound

This paper cites Conformer: Convolution-augmented transformer for speech recognition.

Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition Conformer: Convolution-augmented transformer for speech recognition

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T15:33:54.185103Z

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 817aaef9-38db-492a-a765-676bdcad0232 · inbound