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Paper Citation Record · LEDGER

When Synthetic Speech Is All You Have: Better Call GRPO

As of 23 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2607.08409.

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

pith.paper-citation-record.v1
2607.08409 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-10T07:53:41.580597Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

34 of 34 outbound references displayed

  • verified exact14
  • verified fuzzy20
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6d2f0160-1ba9-4238-914e-185420186d46 · outbound

This paper cites Regulation (EU) 2024/1689 laying down harmonised rules on artificial intelligence (artificial intelligence act),.

When Synthetic Speech Is All You Have: Better Call GRPO Regulation (EU) 2024/1689 laying down harmonised rules on artificial intelligence (artificial intelligence act),

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.323350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:b0c29ee987b7138e990c837364e3ae59fb51329c98936204d1c627e41ce3dd57

Observation 2b098f63-c488-4a2c-8688-c0ab4b5f2c62 · outbound

This paper cites Generating synthetic audio data for attention-based speech recognition systems,.

When Synthetic Speech Is All You Have: Better Call GRPO Generating synthetic audio data for attention-based speech recognition systems,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.325129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:3c4bbfb149efb5e1ff4fa82ba81b282a2d33905d920fe831781137c9e972c515

Observation b41d03eb-2f1c-41d8-bada-1edaa7a6e4ec · outbound

This paper cites Speech recognition with augmented synthesized speech,.

When Synthetic Speech Is All You Have: Better Call GRPO Speech recognition with augmented synthesized speech,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.319413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:b5d57c98094701936d59f7cc975b62b5d2b16f35d9e8ddca2b14e3ec9bca2e1c

Observation 9059d399-3a65-4fd9-9270-91cd54882b82 · outbound

This paper cites Large-scale self- and semi-supervised learning for speech translation,.

When Synthetic Speech Is All You Have: Better Call GRPO Large-scale self- and semi-supervised learning for speech translation,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.321309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:edcf31f7b57df6bb97aacf0aedb761de5bebc4f0e5c13462f93e35b2eec56d49

Observation 3e0978d7-fa3b-425c-89df-3003fe01e696 · outbound

This paper cites Enhancing Low-Resource ASR through Versatile TTS: Bridging the Data Gap.

When Synthetic Speech Is All You Have: Better Call GRPO Enhancing Low-Resource ASR through Versatile TTS: Bridging the Data Gap

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-07-10T07:56:57.829232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:cb3c481c4aa3499a2eebd1409b8ffa8e6f599269ade718603a9c895483b968ec

Observation 36576cbb-e42f-4060-95a7-18dba3e13d27 · outbound

This paper cites Towards Improved Speech Recognition through Optimized Synthetic Data Generation.

When Synthetic Speech Is All You Have: Better Call GRPO Towards Improved Speech Recognition through Optimized Synthetic Data Generation

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-07-10T07:56:57.826693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:54a4ce08993d1e6b99758bd14710ff54edaf13768f827acddc53c0c2fe310ae3

Observation c31764ed-5702-49e6-8969-82a78a3b2925 · outbound

This paper cites The state of TTS: A case study with human fooling rates,.

When Synthetic Speech Is All You Have: Better Call GRPO The state of TTS: A case study with human fooling rates,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.315091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:cdb3bced2184a8bfeb314dd77927bc35a4415cfc8a7436b9140c20bd222760a0

Observation 5fabd68f-94ba-42b1-9f5d-33d2840073a4 · outbound

This paper cites Task arithmetic can mitigate synthetic-to-real gap in automatic speech recognition,.

When Synthetic Speech Is All You Have: Better Call GRPO Task arithmetic can mitigate synthetic-to-real gap in automatic speech recognition,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.317437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:bff685cfd5365feb99c0d0c783c542486bab7f8223440d0946bc04b10714ffda

Observation f4c1c24d-f962-49e2-a2e3-79a370005f00 · outbound

This paper cites A Self-Refining Framework for Enhancing ASR Using TTS-Synthesized Data.

When Synthetic Speech Is All You Have: Better Call GRPO A Self-Refining Framework for Enhancing ASR Using TTS-Synthesized Data

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-07-10T07:56:57.826984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:82b0641f2656fedd2701f8316e5aa6f2b21819c0109d825012b7aba5eecce464

Observation c2abd48f-f4fa-468a-9e1c-512b24dcdda1 · outbound

This paper cites How to Leverage Synthetic Speech for LLM-Based ASR Systems?.

When Synthetic Speech Is All You Have: Better Call GRPO How to Leverage Synthetic Speech for LLM-Based ASR Systems?

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-07-10T07:56:57.829489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:511369ccf06fd4a8ec6e2931cb4d4cf5ac0292afbea5d9475b38b095f8705f3a

Observation 0ca392a6-8f08-4e5e-a3d3-ba827f5cfc04 · outbound

This paper cites SALMONN: Towards generic hearing abilities for large language models,.

When Synthetic Speech Is All You Have: Better Call GRPO SALMONN: Towards generic hearing abilities for large language models,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.327093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:6ef3c18e1d05d58a979875a4df1f45a053aa1c5888afa951de745e263e2bb27b

Observation b157b81f-cfcf-4579-aadc-ba99a1e431fd · outbound

This paper cites Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models.

When Synthetic Speech Is All You Have: Better Call GRPO Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-07-10T07:56:57.834713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:f3908a9eae611f6ee8f9c645e05e8f09d2b4c7d9264f4e5e424aef0834fb24a7

Observation f8a95b65-001a-4544-bf80-7d7c79d6f798 · outbound

This paper cites AudioPaLM: A Large Language Model That Can Speak and Listen.

When Synthetic Speech Is All You Have: Better Call GRPO AudioPaLM: A Large Language Model That Can Speak and Listen

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-07-10T07:56:57.817961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:fc0973250d38d243fd07ad7d7ad237f5d61fde0497bc2833d48ad23e432df113

Observation c72269b7-e68e-40fd-9e73-4195f71fe3d5 · outbound

This paper cites An Embarrassingly Simple Approach for LLM with Strong ASR Capacity.

When Synthetic Speech Is All You Have: Better Call GRPO An Embarrassingly Simple Approach for LLM with Strong ASR Capacity

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-07-10T07:56:57.809471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:b8dc8c25412f28ce255c2de8cd6a36ebf936bcfb576f401d3a9e4e1f3aaf95b6

Observation 224e70bf-6b13-4af4-b7c9-92632202a5db · outbound

This paper cites Speech recognition meets large language model: Bench- marking, models, and exploration,.

When Synthetic Speech Is All You Have: Better Call GRPO Speech recognition meets large language model: Bench- marking, models, and exploration,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.306366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:5635aee0ae2929047e28068fce544308e92887523cd1804777ee2a17584443eb

Observation 88d686b5-5f02-4cde-8042-60da15189f84 · outbound

This paper cites Robust speech recognition via large-scale weak super- vision,.

When Synthetic Speech Is All You Have: Better Call GRPO Robust speech recognition via large-scale weak super- vision,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.308311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:e11fd116e345a2e929f8193b02fc3a5277324e0381b204b59e464b53b34c111b

Observation 04e66afd-ec29-4976-ab4b-8c0ed4159e2b · outbound

This paper cites Instruction Tuning with GPT-4.

When Synthetic Speech Is All You Have: Better Call GRPO Instruction Tuning with GPT-4

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-07-10T07:56:57.811678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:1cd91bf6b73334b3af257395e2038238f02ddde72f46ad1f3403541602412df0

Observation ed36115c-c153-4b4b-bbe7-872ff1e280bb · outbound

This paper cites Zephyr: Direct distillation of LM alignment,.

When Synthetic Speech Is All You Have: Better Call GRPO Zephyr: Direct distillation of LM alignment,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.304446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:0a6b1db65b884639d989c34999aa9bebb1bfe437a5ff0af64a752ed4ad9b8289

Observation 49281c48-3377-4a50-bf74-4e0fdb88293f · outbound

This paper cites Value alignment from unstructured text,.

When Synthetic Speech Is All You Have: Better Call GRPO Value alignment from unstructured text,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.310442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:cc64593d47679f4814bcc1bd2c31d842af7c547c3dba728d80e8771e8a4e4540

Observation fe82b4c4-ebd1-4bf2-877f-0eda5c55a8ba · outbound

This paper cites Direct preference optimization: your language model is secretly a reward model,.

When Synthetic Speech Is All You Have: Better Call GRPO Direct preference optimization: your language model is secretly a reward model,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.312875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:9042bb2613c7620e3d8c28eac73dd94f6407023ff265e9fbb58c29de70afbec8

Observation f3a59d63-a611-4162-a777-33dfe4f52644 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

When Synthetic Speech Is All You Have: Better Call GRPO DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-07-10T07:56:57.824071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:3b35dc5d45f7f4f4114da8346fe2cd46adf6703fabb464d9b2ea12e785344d67

Observation 63099adc-1895-483e-811c-dbc33e25f639 · outbound

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

When Synthetic Speech Is All You Have: Better Call GRPO WavLM: Large-scale self-supervised pre-training for full stack speech processing

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.300642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:72d75fb1a628218cd9cb3d81fc856081e5fdce51605af0c06461a7345b36eb6f

Observation 4d82c231-3e0a-4781-863a-60949b6c7bc9 · outbound

This paper cites The Llama 3 Herd of Models.

When Synthetic Speech Is All You Have: Better Call GRPO The Llama 3 Herd of Models

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-07-10T07:56:57.831820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:fd29f9060af35fd7828a29110fcd73a6028a7dc2619b166bd094e0166eaf6c3c

Observation 0a9a8986-b6bb-412c-b197-460adb92a205 · outbound

This paper cites LoRA: Low-rank adaptation of large language models.

When Synthetic Speech Is All You Have: Better Call GRPO LoRA: Low-rank adaptation of large language models

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.291705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:2875e1be6f7261742d1bb4149611114dcd4096bf44c9852eae3b3ecaaea1b7f3

Observation 340b2421-dfb1-4f33-9ea2-698fd130cfde · outbound

This paper cites Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs.

When Synthetic Speech Is All You Have: Better Call GRPO Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-07-10T07:56:57.824459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:64c14892940ce945efbf085b7034dfa1bfe4a79375721618b01cbcd047a526bc

Observation 4322a0cd-30d2-4255-9d7a-2bf039c87bbe · outbound

This paper cites Qwen3-ASR Technical Report.

When Synthetic Speech Is All You Have: Better Call GRPO Qwen3-ASR Technical Report

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-07-10T07:56:57.808715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:1cc9064428cd1747154996bb00596a2d8a5471789c35ee2c353a914f60ec5eae

Observation efa5c9c4-35e8-4d5c-9327-bbe47c4353a7 · outbound

This paper cites Group relative policy optimization for speech recognition,.

When Synthetic Speech Is All You Have: Better Call GRPO Group relative policy optimization for speech recognition,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.296342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:cfec1b7c4189b89800a6a198bea033db948a156e0c9dc4017245083ac5e61bed

Observation eaa3bedc-f2da-4543-8e8f-7a0bd3dbe997 · outbound

This paper cites Distilling conversations: Abstract compression of conversational audio context for LLM-based ASR,.

When Synthetic Speech Is All You Have: Better Call GRPO Distilling conversations: Abstract compression of conversational audio context for LLM-based ASR,

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-07-10T07:56:57.821097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:b3738ada86327d7d05db24231df3e30bab91307ed5e141e7bc0ab35da8ec9b6e

Observation 575c62b3-b2c8-47d8-88c2-b3e3ad08121b · outbound

This paper cites Text-only adaptation in llm- based asr through text denoising.

When Synthetic Speech Is All You Have: Better Call GRPO Text-only adaptation in llm- based asr through text denoising

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-07-10T07:56:57.806207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:90aa0d4f7693548b83857309a0b5f5ecf6db1b15e0ae37f9ed4fcf8da09f2210

Observation e37f1c4c-0d0d-4ef4-9ca8-fca8683ed75e · outbound

This paper cites Librispeech: An asr corpus based on public domain audio books.

When Synthetic Speech Is All You Have: Better Call GRPO Librispeech: An asr corpus based on public domain audio books

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.303578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:08a554250dbf3445176ab102c7822127c461793858c9d968d1acc0300ab9a46d

Observation c1f2ba59-82cc-407c-88b3-86f8f361b57a · outbound

This paper cites Qwen3-TTS: V oice design,.

When Synthetic Speech Is All You Have: Better Call GRPO Qwen3-TTS: V oice design,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.320312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:f785253793c9e6be76ebacebe62fb62acb3fec7e0dd2863ab1c33a02b3e15f62

Observation 1851c3a8-7fbc-4b7c-8293-bc070b33236e · outbound

This paper cites Building and evaluation of a real room impulse response dataset,.

When Synthetic Speech Is All You Have: Better Call GRPO Building and evaluation of a real room impulse response dataset,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.329122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:66edb580e4c98e8ee233bf5b04d46c818ea83d53aac9a8d79fec390cd5a52a91

Observation 65949cb1-477c-4044-9ee3-f38bf82446ba · outbound

This paper cites pyannote.audio 2.1 speaker diarization pipeline: Principle, benchmark, and recipe,.

When Synthetic Speech Is All You Have: Better Call GRPO pyannote.audio 2.1 speaker diarization pipeline: Principle, benchmark, and recipe,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.302549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:8fbd4b78e22c6d679aae2f5f43b01b032b27d75a275fe2a1f716b1e7415bdea9

Observation 72550ea0-63dd-47ef-8024-0b5d8f7b6cd7 · outbound

This paper cites C-Pack: Packed resources for general Chinese embeddings,.

When Synthetic Speech Is All You Have: Better Call GRPO C-Pack: Packed resources for general Chinese embeddings,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T07:56:58.298407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-10T07:53:41.580597Z digest=sha256:e180a1dc32b0903d5eaea11b2d37b56a523118d75da02c6fd6d48368785b8ba2

Pith citing papers

No inbound Pith citation observations are available.