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Paper Citation Record · LEDGER

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs

As of 14 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 0 inbound Pith citation observations for arXiv:2608.07862.

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

pith.paper-citation-record.v1
2608.07862 v1

Coverage vector

measured 75 of 75 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:49:58.483971Z

measured 75 of 75 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

75 of 75 outbound references displayed

  • verified exact6
  • verified fuzzy10
  • unresolved52
  • parse uncertain6
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 28069185-152b-4ee7-91c6-a0b9835dc9fc · outbound

This paper cites Communication, Simulation, and Intelligent Agents: Implications of Personal Intelligent Machines for Medical Education.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Communication, Simulation, and Intelligent Agents: Implications of Personal Intelligent Machines for Medical Education

Reference 1

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source=arxiv_source observed=2026-08-12T00:49:58.193139Z digest=sha256:3aa08fe5d8414f87493be44bca5d8be03ec168cd16f4fe378c4c07fd47d055e3

Observation db5e611f-7dbe-40a9-897e-305534271bd4 · outbound

This paper cites Classification Problem Solving.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Classification Problem Solving

Reference 2

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source=arxiv_source observed=2026-08-12T00:49:58.199474Z digest=sha256:81e3fbec4c04b740c1343062da3e4e3132b4dfebc7ef6df4b10a28ed982ca5e6

Observation 99bf7b21-2bd1-4e89-bbc0-49766d6a6078 · outbound

This paper cites , title =.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs , title =

Reference 3

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source=arxiv_source observed=2026-08-12T00:49:58.204167Z digest=sha256:b0622b603aec650ed505055058e174c0a76fafc1a34f8de31838f4a4fb4b6901

Observation d74f6743-9867-43cb-b9c7-b40fa77201e3 · outbound

This paper cites New Ways to Make Microcircuits Smaller---Duplicate Entry.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs New Ways to Make Microcircuits Smaller---Duplicate Entry

Reference 4

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source=arxiv_source observed=2026-08-12T00:49:58.209159Z digest=sha256:6bbf59746168a37d8096ba7c4942b93f4dafc81c177f1e85bea5d4b1ac29a048

Observation 92a737c6-6f52-4dd0-b2f2-64e55995bd23 · outbound

This paper cites Clancey and Glenn Rennels , abstract =.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Clancey and Glenn Rennels , abstract =

Reference 5

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source=arxiv_source observed=2026-08-12T00:49:58.213701Z digest=sha256:e5857340beeda300e11691eebd819348d4653596d046dfe6216a0a8cedcaa669

Observation 9e02f3c2-f0a3-4e75-bc18-75d8f1df0b83 · outbound

This paper cites and Rennels, Glenn R.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs and Rennels, Glenn R

Reference 6

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source=arxiv_source observed=2026-08-12T00:49:58.218167Z digest=sha256:a301431ce2dd78c721aa7badfbd24fbdf4228243a631fbf534b18bd2ec5678ed

Observation 9c1a5fd0-d889-4fdf-9f15-3e6e0256dfe2 · outbound

This paper cites Poligon: A System for Parallel Problem Solving.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Poligon: A System for Parallel Problem Solving

Reference 7

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source=arxiv_source observed=2026-08-12T00:49:58.222671Z digest=sha256:0a12cf43fefc523424afe280b31c2a2669ecdb1dbcba77ff171a00a0a1662bbc

Observation 00b531e6-fef9-4195-984e-ed3abfe0f5e9 · outbound

This paper cites Transfer of Rule-Based Expertise through a Tutorial Dialogue.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Transfer of Rule-Based Expertise through a Tutorial Dialogue

Reference 8

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source=arxiv_source observed=2026-08-12T00:49:58.226422Z digest=sha256:1dd2fcf0737bc10d9fece44b888b453da3558dbb3c3a0f8c23f87aab276aab84

Observation 9f783beb-cc3f-4d32-bc2f-62c8b9d907f0 · outbound

This paper cites The Engineering of Qualitative Models.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs The Engineering of Qualitative Models

Reference 9

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source=arxiv_source observed=2026-08-12T00:49:58.230159Z digest=sha256:666440973402326a1bcfcbe6f9cd3f34fc6cb29237f0874d1de42845bcc8ac55

Observation f26d6c2d-b4c6-4889-9052-a3b32907e905 · outbound

This paper cites 2017 , eprint=.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs 2017 , eprint=

Reference 10

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source=arxiv_source observed=2026-08-12T00:49:58.234150Z digest=sha256:e6654964ae472ff907eb80a0b77e5d672398f20783d543b499ed7abef00d97d9

Observation d508fe86-5170-4531-80c7-47509e1896a0 · outbound

This paper cites Pluto: The 'Other' Red Planet.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Pluto: The 'Other' Red Planet

Reference 11

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source=arxiv_source observed=2026-08-12T00:49:58.238602Z digest=sha256:bf322590612f4a7a75fa2529d7379343dd53a9703a57d406cb1eedddecd9841f

Observation 5da878b6-5b55-4cab-a6d4-fc0059fc1f44 · outbound

This paper cites Do-Not-Answer: Evaluating Safeguards in LLM s.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Do-Not-Answer: Evaluating Safeguards in LLM s

Reference 12

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.243007Z digest=sha256:c149214eab50c5288df2895c1da09cc8f77a38b0323b1f6fa2e4231cf283bea6

Observation 4d39acfe-ce1a-4ea3-925c-b75d23fcff46 · outbound

This paper cites A C hinese Dataset for Evaluating the Safeguards in Large Language Models.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs A C hinese Dataset for Evaluating the Safeguards in Large Language Models

Reference 13

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source=arxiv_source observed=2026-08-12T00:49:58.246840Z digest=sha256:df70a2fa0608a2ee2a1811b658eb4db9b44fab1430f5f1effd99f08ed16cbe4b

Observation e7437bcd-24f7-428f-bac8-9dee1e605796 · outbound

This paper cites A rabic Dataset for LLM Safeguard Evaluation.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs A rabic Dataset for LLM Safeguard Evaluation

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.250565Z digest=sha256:1e6e988f2cdaac7dd1475ce5bba78c00266cdd4b17b8558fe350273dab57cbec

Observation 8e69ce2e-093e-4f97-8a7f-6f5359225ccc · outbound

This paper cites Qor \' g au: Evaluating Safety in K azakh- R ussian Bilingual Contexts.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Qor \' g au: Evaluating Safety in K azakh- R ussian Bilingual Contexts

Reference 15

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source=arxiv_source observed=2026-08-12T00:49:58.254599Z digest=sha256:b7eafd40a01dee7b8627a046c28a23a0c460164c12211722e3a16bd8ab24bcfc

Observation 73045636-89fa-4964-97d1-8c0baf640aec · outbound

This paper cites All Languages Matter: On the Multilingual Safety of LLM s.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs All Languages Matter: On the Multilingual Safety of LLM s

Reference 16

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source=arxiv_source observed=2026-08-12T00:49:58.258384Z digest=sha256:29813c5dcdeaf80dd2504eae78d6bf5080dd7fce7a0f95e187dbfdcb4e046da1

Observation d17120a2-2a74-4610-95c3-d6dc2877aa2b · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 17

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source=arxiv_source observed=2026-08-12T00:49:58.261958Z digest=sha256:b5b5ac809a482f37026dd6b61d1570419ed5ae27c8ab8c27b9846fd28292b34c

Observation 67244ae2-14bb-4b72-98dc-e25f558ef031 · outbound

This paper cites Analysis of Indic Language Capabilities in LLMs.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Analysis of Indic Language Capabilities in LLMs

Reference 18

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source=arxiv_source observed=2026-08-12T00:49:58.265792Z digest=sha256:21962c28a1a1643bfeff0f603dc5435517afe7992160c25bc5fce98e529dc06d

Observation 78bfad17-9638-46ea-8852-204c2317aba3 · outbound

This paper cites Krishnan and Anmol Goel and Shreya Goyal and Balaraman Ravindran and Ponnurangam Kumaraguru , editor =.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Krishnan and Anmol Goel and Shreya Goyal and Balaraman Ravindran and Ponnurangam Kumaraguru , editor =

Reference 19

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation eb33912a-fe6b-40c7-8f7a-cb653265bd35 · outbound

This paper cites Is Human-Like Text Liked by Humans? Multilingual Human Detection and Preference Against AI.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Is Human-Like Text Liked by Humans? Multilingual Human Detection and Preference Against AI

Reference 20

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.273600Z digest=sha256:e04c0604705168e5de2e3cc8e96ce38981ab15a4fd9ce21c088d8826ede4cfff

Observation c5d0c235-032e-43ad-82b5-b338dc29d968 · outbound

This paper cites 2024 , journal=.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs 2024 , journal=

Reference 21

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.277793Z digest=sha256:7c1f20cffd325181bf4fc66701bc613287f065935521ec274ec22ad89c363d5b

Observation 44d45b21-3f6a-4745-85dc-1f8085d63027 · outbound

This paper cites Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024).

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)

Reference 22

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.282198Z digest=sha256:677e9b9f089123e27870df8a45e7186394c3aa14c68cc731bc114ec3f2199d36

Observation f142efe2-254b-4bd1-8ad6-fafcb1caeac8 · outbound

This paper cites and Kirk, Hannah Rose and Hale, Scott A.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs and Kirk, Hannah Rose and Hale, Scott A

Reference 23

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source=arxiv_source observed=2026-08-12T00:49:58.286082Z digest=sha256:8cfb4d66e5400ffec9960fbe3b69d11c7045eaa1ab4d4053d47972c4d121687d

Observation 40444706-f347-4625-95a0-4a4e416681f0 · outbound

This paper cites I ndi B ias: A Benchmark Dataset to Measure Social Biases in Language Models for I ndian Context.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs I ndi B ias: A Benchmark Dataset to Measure Social Biases in Language Models for I ndian Context

Reference 24

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source=arxiv_source observed=2026-08-12T00:49:58.290302Z digest=sha256:edf76d27314a65cd1e82bdd632b2fc6bdddef2debaa55d7680f87cfe99311954

Observation 4ad0136f-cb38-416f-9be6-87d7bc608914 · outbound

This paper cites MILU : A Multi-task I ndic Language Understanding Benchmark.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs MILU : A Multi-task I ndic Language Understanding Benchmark

Reference 25

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source=arxiv_source observed=2026-08-12T00:49:58.294091Z digest=sha256:9440b1f9ff2952c12952b65838ac2f71a7e5155e8f2c530f5652304df66be66a

Observation bdf26638-5d70-4fd9-9d31-bd61faee71d4 · outbound

This paper cites I ndic G en B ench: A Multilingual Benchmark to Evaluate Generation Capabilities of LLM s on I ndic Languages.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs I ndic G en B ench: A Multilingual Benchmark to Evaluate Generation Capabilities of LLM s on I ndic Languages

Reference 26

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source=arxiv_source observed=2026-08-12T00:49:58.298069Z digest=sha256:ea67b424ea051d8f1ed3b6fa50b85ec99025953ecd2f4747211f6967628b7158

Observation 9cd0fdd4-4e96-439f-a081-b279a8e7179a · outbound

This paper cites Multilingual Blending: Large Language Model Safety Alignment Evaluation with Language Mixture.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Multilingual Blending: Large Language Model Safety Alignment Evaluation with Language Mixture

Reference 27

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doi, observed 2026-08-12T00:49:58.583388Z

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.301764Z digest=sha256:20e4a862386eb9b6d5dc359fcee284cc015232fe551b81c23abc4534442b1cdb

Observation da0f9e89-f6e3-4014-875b-9a11c7f14040 · outbound

This paper cites PARIKSHA : A Large-Scale Investigation of Human- LLM Evaluator Agreement on Multilingual and Multi-Cultural Data.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs PARIKSHA : A Large-Scale Investigation of Human- LLM Evaluator Agreement on Multilingual and Multi-Cultural Data

Reference 28

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source=arxiv_source observed=2026-08-12T00:49:58.305891Z digest=sha256:1b1d55c58f9865e88ad405d1a39028afc188a1e05148c1ad54c6688694e00390

Observation 0fab9a2a-28f9-41a4-9588-a51a6dbc70c2 · outbound

This paper cites and Kumar, Pratyush.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs and Kumar, Pratyush

Reference 29

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.309656Z digest=sha256:ce25e799cbbc61eb054525284e37a2644069bf2140bbc78679f15e14d1c7ad25

Observation b41b04f8-a62f-4ebf-aba5-fd53019b25c8 · outbound

This paper cites L 3 C ube- I ndic Q uest: A Benchmark Question Answering Dataset for Evaluating Knowledge of LLM s in I ndic Context.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs L 3 C ube- I ndic Q uest: A Benchmark Question Answering Dataset for Evaluating Knowledge of LLM s in I ndic Context

Reference 30

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.313639Z digest=sha256:edd9a3827929bbcb99a549a9cdd4fba7be48ac8a0981b2bcb7f3281245f500fb

Observation 648b732b-45da-4280-b1a4-31e0b3933251 · outbound

This paper cites Findings of the Association for Computational Linguistics: ACL 2023.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Findings of the Association for Computational Linguistics: ACL 2023

Reference 31

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source=arxiv_source observed=2026-08-12T00:49:58.317335Z digest=sha256:030f896ad6459c6e1eca993b27ebb5ec926ad9cc72869d97830cf5e6735ad6db

Observation ae0799b5-6e9e-4269-a048-9b4f218bf3b7 · outbound

This paper cites 2020 , journal=.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs 2020 , journal=

Reference 32

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raw_fallback, observed 2026-08-12T00:49:59.185311Z

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.321264Z digest=sha256:734507d64632ff98db8def28cf5abaeada4345b64cd7292c7faac2e76b6da752

Observation 610fad16-b253-43fa-a29a-52eead6ca4d1 · outbound

This paper cites GLUEC o S : An Evaluation Benchmark for Code-Switched NLP.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs GLUEC o S : An Evaluation Benchmark for Code-Switched NLP

Reference 33

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source=arxiv_source observed=2026-08-12T00:49:58.324803Z digest=sha256:f40fabfc28547e9768b23585ae45707e6756a4b0cab58fc3be55ed59c3235d2d

Observation 9834b672-eec6-476d-887c-3c8634622ab6 · outbound

This paper cites INDIC QA BENCHMARK : A Multilingual Benchmark to Evaluate Question Answering capability of LLM s for I ndic Languages.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs INDIC QA BENCHMARK : A Multilingual Benchmark to Evaluate Question Answering capability of LLM s for I ndic Languages

Reference 34

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doi, observed 2026-08-12T00:49:58.554535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.328660Z digest=sha256:872da4a2d36c0e3a0b5207e6561aeb9345742643a1549d320cd301300e2bf3e4

Observation 6d78bdaa-7a6f-462e-94ed-0a1128522d52 · outbound

This paper cites MEGAVERSE : Benchmarking Large Language Models Across Languages, Modalities, Models and Tasks.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs MEGAVERSE : Benchmarking Large Language Models Across Languages, Modalities, Models and Tasks

Reference 35

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source=arxiv_source observed=2026-08-12T00:49:58.332286Z digest=sha256:b4f99fd0d592fe9be6c7ef8b3a34dab3263255818bcc37359390dcc45c95d209

Observation 9c151ee6-3b09-42de-99a1-2ba504e5d55a · outbound

This paper cites arXiv:2510.25409 , url=.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs arXiv:2510.25409 , url=

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:49:58.335892Z digest=sha256:c6117b02644f7a193e2267e5c517fa9bc759dba7df49322082ebf8abd0d7e5b0

Observation 1aef7c72-87d4-49e2-93d4-98d8b424b5f1 · outbound

This paper cites 2023 , url =.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs 2023 , url =

Reference 37

Resolution
verified exact
doi, observed 2026-08-12T00:49:58.535931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.339389Z digest=sha256:9cbca5913c8947e366f663f4d81932fcded45ec985ba76a7dfaa83160b48e4b3

Observation e89bbb54-b68c-475d-bb38-836bd40eba2f · outbound

This paper cites FairI Tales: Evaluation of Fairness in Indian Contexts with a Focus on Bias and Stereotypes.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs FairI Tales: Evaluation of Fairness in Indian Contexts with a Focus on Bias and Stereotypes

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-08-12T00:49:58.699442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.342964Z digest=sha256:46ed87fe59dcf266066a1492dca7548fa7f83f19fb1782b27ee4cf9dbd45601c

Observation 3670c40f-b4f0-45c1-b815-e4cc6c8184f2 · outbound

This paper cites GitHub repository , howpublished =.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs GitHub repository , howpublished =

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:49:59.173868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.346868Z digest=sha256:3cd2ccd9a4df8b622993cd84b945f8351add7010e0802c4effe5d2394ba31cda

Observation 6bf5c0de-e170-4944-9878-92dc43a1dba4 · outbound

This paper cites and Kumar, Pratyush.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs and Kumar, Pratyush

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-12T00:49:58.350222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:49:58.350222Z digest=sha256:2032f94b0f356321ea7e2ac4c6ae28fb2e4de511040fceaa6d8014385677e7f3

Observation b15e3c6c-bd83-418b-a423-d0429af7de69 · outbound

This paper cites The F lores-101 Evaluation Benchmark for Low-Resource and Multilingual Machine Translation.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs The F lores-101 Evaluation Benchmark for Low-Resource and Multilingual Machine Translation

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-12T00:49:58.353720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:49:58.353720Z digest=sha256:80fa55906606c98fd0ef51b9b81ce4837696dfef9c77bd1a7fee91b5850d8864

Observation 79d3d951-8631-475d-aa05-14c2fc6e33f5 · outbound

This paper cites IndicMMLU-Pro: Benchmarking Indic Large Language Models on Multi-Task Language Understanding.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs IndicMMLU-Pro: Benchmarking Indic Large Language Models on Multi-Task Language Understanding

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-12T00:49:58.357660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:49:58.357660Z digest=sha256:498d69dbd2f7c7d368fbef05491825c04d14d2e5429d9fb6ebfe0b5e5512b692

Observation 93c06906-768c-4906-8044-98f851bc60c8 · outbound

This paper cites Replacing Judges with Juries: Evaluating LLM Generations with a Panel of Diverse Models.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Replacing Judges with Juries: Evaluating LLM Generations with a Panel of Diverse Models

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-12T00:49:58.361625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:49:58.361625Z digest=sha256:cd54f670c67b9fb6790f7c615bd76eb53f792ed58fa317a23b00385c4f7d5c40

Observation ae551351-b7e5-4266-863b-1aea7515f91e · outbound

This paper cites 2024 , journal=.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs 2024 , journal=

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:49:59.163842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.365434Z digest=sha256:073292e534346ed133b7a548d49dc62ddfc0049b5fc094ef002dcca301525e39

Observation 4e6bb01e-d2fb-4fc1-8e19-118cb90e0e71 · outbound

This paper cites Bowman and Shi Feng , booktitle=.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Bowman and Shi Feng , booktitle=

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-12T00:49:58.368719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:49:58.368719Z digest=sha256:b9c860220d2b83d539ea33b6dcb4d9e779c37cfc63a2f972e587b756ec62b9d0

Observation c54f9926-83cd-4e1e-b430-2964f8298245 · outbound

This paper cites Ethical and social risks of harm from Language Models.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Ethical and social risks of harm from Language Models

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-12T00:49:58.372546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:49:58.372546Z digest=sha256:5c547e6765de9d2b959b3b07ec745dbad3f922ae0c02fbb4a86e6b1869720d6b

Observation d5a0849b-aa6d-452d-b4fe-419187997597 · outbound

This paper cites B n S ent M ix: A Diverse B engali- E nglish Code-Mixed Dataset for Sentiment Analysis.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs B n S ent M ix: A Diverse B engali- E nglish Code-Mixed Dataset for Sentiment Analysis

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:49:59.146509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.376695Z digest=sha256:dd74dc96869df9f6931fa4a68033d65953b4fe564a2fc40fcb4f208d12f984a8

Observation c198c92f-541b-456e-94c3-80267c4ab16a · outbound

This paper cites Transfer Learning for Code-Mixed Data: Do Pretraining Languages Matter?.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Transfer Learning for Code-Mixed Data: Do Pretraining Languages Matter?

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-12T00:49:58.380181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:49:58.380181Z digest=sha256:b8e7f108daf3ba465e3d6ac85c6a1be3d5cb60cc579245eacd7b33ef9a5ddb54

Observation 6c28de88-948a-428d-98b9-187895e4c957 · outbound

This paper cites Code Switched and Code Mixed Speech Recognition for Indic languages.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Code Switched and Code Mixed Speech Recognition for Indic languages

Reference 49

Resolution
metadata mismatch
local_arxiv, observed 2026-08-12T00:49:58.657744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.384207Z digest=sha256:280eea16ba0a4893d82b9bed5bfd2fb3e5b84aaad77265487e145ff5027f9a01

Observation 42db77f3-680d-4336-be97-efb9dec54c9f · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:59.134555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.388614Z digest=sha256:c613494a43fbc2478776497813f8fb31a3e3d68f6d9878b8c86dfef2d819a7b5

Observation dc4f8aaa-bb2e-4aa0-bb9e-3567e58d3339 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:59.122794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.392076Z digest=sha256:90eb842ae923a520a0bdfd8aa731d8013723ea19f976d50ec306780be19a8e11

Observation 2b893567-44d6-4a12-b8c6-d9509d0a3925 · outbound

This paper cites Gemma 3 , url=.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Gemma 3 , url=

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-12T00:49:58.395608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:49:58.395608Z digest=sha256:51fe25f0d727de0d7e4a41e3c64aedc3a66af5d2262071dd88a36bd329b3e663

Observation 3f277374-8c36-412e-8a5b-990556cce063 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:59.106237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.399527Z digest=sha256:737d1fa7e5c835adb305f93644e1ac9055bfd7827fe82c8baae2e3627cf93b51

Observation 0caf435d-82c6-4517-a64a-25ccf61cf1b4 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 54

Resolution
parse uncertain
raw_fallback, observed 2026-08-12T00:49:59.096250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.403942Z digest=sha256:739dfe7a5c693d69d00d29a87fc531de98f84580fcea9f6e8b7fa97f0a3ba46f

Observation 50b0e0a8-7f68-40f0-bfd9-9d2bd98bff02 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 55

Resolution
parse uncertain
raw_fallback, observed 2026-08-12T00:49:59.085664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.408592Z digest=sha256:4f12c967ad54b14de3676d9f52608f9cf76eddaeb9a48d391416f472c79f025f

Observation 508371f5-bdba-4f24-8f11-d3fd3242bd1c · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:59.074130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.413170Z digest=sha256:fa6080667f0ac1d7d4c3751d07a7ac7e10ee9570c7eab9772b5d00fa350862e7

Observation e12d4339-6931-45db-8af4-492e39c681bc · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 57

Resolution
parse uncertain
raw_fallback, observed 2026-08-12T00:49:59.062992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.417135Z digest=sha256:28f0dc8853d0e4057faa9bf9a497d03984cfddc953055c5ebd440fa15f50baff

Observation 28ea7be6-1f7c-4d63-9a3d-a93766054c5f · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:59.052779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.421743Z digest=sha256:b920649ae2f8126b8f71e63a83563f70bc7122cf1dfebbe3955d5691d7676fb8

Observation 84edaf39-3054-439a-b7f5-b6630b7dc7d3 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:59.042186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.426248Z digest=sha256:8bb7fb3d5743711b88d3d1ce03cb3a851b151b38e6e96735dffdbb4a59a16d64

Observation f572b8c8-0800-4b3e-916b-305e7db8fad9 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:59.032457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.429655Z digest=sha256:4f921f81797ff9c94957d591bf38d10777f557056080bfc96aa54444f6d4f25f

Observation 0bec54c2-bbe0-45a7-882c-17ccd69d4faa · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:59.021904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.433046Z digest=sha256:5cfad4583db0029cc40b1d0b88aca2a041d94a8ede23b2632b450bd04ec7cc8b

Observation 7ac6acad-6392-41ff-a00e-f826f2965be9 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:59.011422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.436668Z digest=sha256:f346a178bc429755b1cec8bda92ac3d905a86e8e7b85f0fb2c36333c009cc6a6

Observation 89d3eca6-3ca1-4a60-9650-de672ea1d3c4 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:59.001267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.440502Z digest=sha256:521bc4501eb9fd1cee73fa9685ae89182f547948a7f51f11ad86f3a9f0a4c49d

Observation fcc5c429-1baa-422b-85a8-31c947643b09 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:58.991719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.444096Z digest=sha256:5c4078f17f967e15a5c0f811c1ba4c80c2d878735d05c7ef294738d5d23172c8

Observation 8772dae5-a1bd-41e7-8821-615f5cfa1bf1 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 65

Resolution
parse uncertain
raw_fallback, observed 2026-08-12T00:49:58.980755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.447490Z digest=sha256:7fa043622cf71d0e5a9f5b76b1c195dc154ce923dcc5cfb1a459897d1dafa9fd

Observation ad5d81d0-d681-4b68-8079-50389c2ae08d · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 66

Resolution
parse uncertain
raw_fallback, observed 2026-08-12T00:49:58.970651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.452104Z digest=sha256:83e001e0787064dbd3364bbcb622d70afb08d2c541ac5f290ae5a0c6db64d3fa

Observation 0fa28daf-26cb-4f47-8cef-1b1ae92fa662 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:58.959711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.455561Z digest=sha256:e68b409fad2635d30692e8aebce36afbd08bda57fb145a8594a0cde2292cb263

Observation 23abbce8-50fc-4ed0-b94e-93b7bc602f45 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:58.948542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.458938Z digest=sha256:cdcaa8191fbf196a7da81152262948c7b63d351bd0ebf4f0dc67c7b6f08047b0

Observation 62068920-5788-4f1a-89ff-284a1f1a7623 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:58.937229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.462104Z digest=sha256:5e61a96244e14be4a08a5305b000fe4ced4a1eebb5c154456a5c1d26bbb53a47

Observation d38f32fc-0ae7-48fe-bab3-efaac47bbb2a · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 70

Resolution
parse uncertain
raw_fallback, observed 2026-08-12T00:49:58.926263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.465567Z digest=sha256:8bbe57378de1a687981f9e79fd9b4b551fa3dfe0cc489c3dc5980933c7df588f

Observation bc2424ac-178b-4617-acc6-5bf0571f743d · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:58.914688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.469583Z digest=sha256:f7f55c48440cbb391cffcca783938eb1d5c7bb2ce86662a0a5f582ee7154651b

Observation d55a0a1a-d57c-46d8-803c-49017fc0bf9c · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:58.904112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.472916Z digest=sha256:36d997e8ccfc015d19f2ea8fd8f89d6ebbe677e48498c15b8a68642a2cef72d8

Observation b85ca082-2d50-469a-8e11-f6f6097f5057 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:58.893343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.476353Z digest=sha256:d033bde8f80ad75a96a7cc9cca043eb2c1f8d1e9d17a94cd3e878eb4fd6a61cd

Observation 79052308-d1b5-499f-9fac-804f6a011369 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:58.882138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.480607Z digest=sha256:76c5fdc8b83469e43df50fd1babf27e62c5d9d8b122c4996ca5eaf632bb5b539

Observation 03fb6cfe-0b3e-458b-b4b0-86fd36b25e12 · outbound

This paper cites an unresolved cited work.

SurakshaEval: An Indic Safety Benchmark for Multilingual LLMs Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:49:58.871000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-12T00:49:58.483971Z digest=sha256:0fe83552c4c6aa24d3e753c248c31150aaeb18556ee8f3325357937b2f1a9918

Pith citing papers

No inbound Pith citation observations are available.