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Paper Citation Record · LEDGER

Fairshare Data Pricing via Data Valuation for Large Language Models

As of 10 August 2026, this Paper Citation Record lists 93 of 93 outbound references and 3 inbound Pith citation observations for arXiv:2502.00198.

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

pith.paper-citation-record.v1
2502.00198 v4

Coverage vector

measured 93 of 93 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T19:57:43.059870Z

measured 96 of 96 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-19T15:16:32.125215Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

93 of 93 outbound references displayed

  • verified exact2
  • verified fuzzy50
  • unresolved40
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation cf1b180a-67a9-4b0c-91ee-ba6252fba277 · outbound

This paper cites an unresolved cited work.

Fairshare Data Pricing via Data Valuation for Large Language Models Unresolved cited work

Reference 1

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source=pdf_text observed=2026-08-09T19:57:42.285146Z digest=sha256:3cf2e330c388a682b3a7646fb4430ec840ae9aa08dd7482f33c7a22226139ea7

Observation d7d5ae6a-f935-41e7-a813-442e4841043e · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

Fairshare Data Pricing via Data Valuation for Large Language Models Chain-of-thought prompting elicits reasoning in large language models

Reference 2

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source=pdf_text observed=2026-08-09T19:57:42.292968Z digest=sha256:ded8efbeda8b4f4343382b7fe77aea4754d6452fd3bbb5f6c3b929e346d75dbc

Observation c8123b9f-f1b2-4c59-9649-95757cab557e · outbound

This paper cites Galactica: A Large Language Model for Science.

Fairshare Data Pricing via Data Valuation for Large Language Models Galactica: A Large Language Model for Science

Reference 3

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source=pdf_text observed=2026-08-09T19:57:42.300308Z digest=sha256:94fa795b0aba815a3e77198f15908449863c8a7580c83f79c55207af59e6e7a3

Observation a6967985-d9e7-4047-803f-09d2d72c60c1 · outbound

This paper cites Big tech companies in race to buy training data for artificial intelligence.Business Standard, April 2024.

Fairshare Data Pricing via Data Valuation for Large Language Models Big tech companies in race to buy training data for artificial intelligence.Business Standard, April 2024

Reference 4

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source=pdf_text observed=2026-08-09T19:57:42.312000Z digest=sha256:7603b077dd8ba214196de50a4e2e673020ca6a5e330aef230022898e3c65030c

Observation 9176cbfc-dea7-4a28-aec1-fe958a18adde · outbound

This paper cites Inside big tech’s underground race to buy ai training data.Reuters, April 5 2024.

Fairshare Data Pricing via Data Valuation for Large Language Models Inside big tech’s underground race to buy ai training data.Reuters, April 5 2024

Reference 5

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source=pdf_text observed=2026-08-09T19:57:42.322203Z digest=sha256:1fa334a76920ce05f2cd479df45c2e070c7a401b36cc2d2e48f02162adc30b90

Observation 24426d76-858a-4111-b15c-cf3b232260a1 · outbound

This paper cites Wang, Haocheng Xia, Li Xiong, Xiaohui Yu, and James Zou.

Fairshare Data Pricing via Data Valuation for Large Language Models Wang, Haocheng Xia, Li Xiong, Xiaohui Yu, and James Zou

Reference 6

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source=pdf_text observed=2026-08-09T19:57:42.330188Z digest=sha256:78e48de4a635fae307e2e9fb188dc6c932bd08beea3b77b02abdcb20120c4880

Observation 2ce9670d-ec94-44c7-9f4b-51c4d6e38dc3 · outbound

This paper cites Algorithmic impact assessments and accountability: The co-construction of impacts.

Fairshare Data Pricing via Data Valuation for Large Language Models Algorithmic impact assessments and accountability: The co-construction of impacts

Reference 7

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source=pdf_text observed=2026-08-09T19:57:42.340847Z digest=sha256:3764a3c7669a25e3b20dbb22bab5db54fe852e2cefd83281cefc2e15de19e9ba

Observation d220a630-18e3-4570-a184-053f97d9a04f · outbound

This paper cites The market for “lemons”: Quality uncertainty and the market mechanism.

Fairshare Data Pricing via Data Valuation for Large Language Models The market for “lemons”: Quality uncertainty and the market mechanism

Reference 8

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source=pdf_text observed=2026-08-09T19:57:42.350083Z digest=sha256:f6b3ae2de5a42f4327c146b409f239763aac350742d8898c34207bc515b5b0a7

Observation eb5c0f0a-9114-4d8c-bd6b-bb3b24079687 · outbound

This paper cites performance of crowds.

Fairshare Data Pricing via Data Valuation for Large Language Models performance of crowds

Reference 9

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source=pdf_text observed=2026-08-09T19:57:42.358585Z digest=sha256:d1ec63bf00e41b7dbf19f3fca9247cbb271703b37cd51329053734110646b19a

Observation c9cef028-a4e5-46f7-8d4a-edb02be59749 · outbound

This paper cites an unresolved cited work.

Fairshare Data Pricing via Data Valuation for Large Language Models Unresolved cited work

Reference 10

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source=pdf_text observed=2026-08-09T19:57:42.367172Z digest=sha256:788d1ba56a96f34b5d6f49b4c3d2fd1f1ee27475b6349f0b024627884fd75b3e

Observation 07914c88-2501-4a90-816a-67f45f9f2d22 · outbound

This paper cites Labelers Training AI Say They’re Overworked, Underpaid, and Exploited: 60 Minutes Transcript, November 2024.

Fairshare Data Pricing via Data Valuation for Large Language Models Labelers Training AI Say They’re Overworked, Underpaid, and Exploited: 60 Minutes Transcript, November 2024

Reference 11

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source=pdf_text observed=2026-08-09T19:57:42.374126Z digest=sha256:c4a9b85e77dd1bd7a86ed3796fe2057b8502f754c62f98863121aed85b70a88b

Observation 7801757e-c5a3-4827-b65e-6803634cbfdb · outbound

This paper cites Openai used kenyan workers on less than $2 per hour to make chatgpt less toxic.

Fairshare Data Pricing via Data Valuation for Large Language Models Openai used kenyan workers on less than $2 per hour to make chatgpt less toxic

Reference 12

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source=pdf_text observed=2026-08-09T19:57:42.385956Z digest=sha256:8514f431040aa828d41de83e7bfd0ce8bf46cdc585af78ecf7ca59dcc9331dd1

Observation 18c94c02-f6e0-41f2-adb8-1254cdca82ed · outbound

This paper cites an unresolved cited work.

Fairshare Data Pricing via Data Valuation for Large Language Models Unresolved cited work

Reference 13

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source=pdf_text observed=2026-08-09T19:57:42.393540Z digest=sha256:f19ee20af3dffe39b60ae1d04377e171924eca5b1ca359d53cc4e348d0debd7b

Observation 5c41f8c8-22b6-4209-9eb4-a87b01144484 · outbound

This paper cites The impossibility of automating ambiguity.

Fairshare Data Pricing via Data Valuation for Large Language Models The impossibility of automating ambiguity

Reference 14

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source=pdf_text observed=2026-08-09T19:57:42.405861Z digest=sha256:2a140ba39f24093972efe4b45730c0d8d38012386adf56bfa1d8daf29886bc55

Observation 72c2882a-f362-4a76-bdee-5d53e767085a · outbound

This paper cites parachute.

Fairshare Data Pricing via Data Valuation for Large Language Models parachute

Reference 15

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source=pdf_text observed=2026-08-09T19:57:42.415041Z digest=sha256:f0fb299aa613b8050fa45bc9f6b14bab1376ac54d6c967b07f678bac01e9b3a4

Observation e0609ce7-6651-4bf7-b933-e5337238137e · outbound

This paper cites Bender, Emily Denton, and Alex Hanna.

Fairshare Data Pricing via Data Valuation for Large Language Models Bender, Emily Denton, and Alex Hanna

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.422254Z digest=sha256:43287952e0635ad1cbeea5783373d3b338b56b151d20d89c0838efe6132d0f09

Observation c6fb907c-62c8-485a-8d9e-2ef490b4ca9a · outbound

This paper cites everyone wants to do the model work, not the data work.

Fairshare Data Pricing via Data Valuation for Large Language Models everyone wants to do the model work, not the data work

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.428829Z digest=sha256:f3fb457a5442ceae44bd150f7fef8fd683a29ffe930b4ace8eefeaf2bb20bdac

Observation d490f6ab-9a7b-442b-ab86-7ae48ef1a311 · outbound

This paper cites Harper Business, 2019.

Fairshare Data Pricing via Data Valuation for Large Language Models Harper Business, 2019

Reference 18

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source=pdf_text observed=2026-08-09T19:57:42.436675Z digest=sha256:6400882378917741f36c339fe473b9b0b9309e1cafc8b9345fac8865e5bd8eb8

Observation d091b64b-0898-485a-98aa-f787e5e5583b · outbound

This paper cites Job market signaling.

Fairshare Data Pricing via Data Valuation for Large Language Models Job market signaling

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.446633Z digest=sha256:ba80aa9a72a44bc3db98273ddc89686ac8de1dd193a8d14dc1dbf985f1c870eb

Observation e2cfc473-02ea-4b59-a510-603c1f106983 · outbound

This paper cites Estimating training data influence by tracing gradient descent.Advances in Neural Information Processing Systems, 33:19920–19930, 2020.

Fairshare Data Pricing via Data Valuation for Large Language Models Estimating training data influence by tracing gradient descent.Advances in Neural Information Processing Systems, 33:19920–19930, 2020

Reference 20

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source=pdf_text observed=2026-08-09T19:57:42.454896Z digest=sha256:c131441248d7ec5816999b094e1aa4fda9380691e092e6e4a2b82f88c12d217b

Observation 0e7f4c45-5cc4-40e4-bffe-ed118d34e932 · outbound

This paper cites DataInf: Efficiently Estimating Data Influence in LoRA-tuned LLMs and Diffusion Models.

Fairshare Data Pricing via Data Valuation for Large Language Models DataInf: Efficiently Estimating Data Influence in LoRA-tuned LLMs and Diffusion Models

Reference 21

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source=pdf_text observed=2026-08-09T19:57:42.463154Z digest=sha256:0c8b52e3a63129e70e24efebed1dc765fe90282e66a402e920ceccdf17a93f60

Observation cc6aacd5-21c2-4e46-a0ca-57a61275bcd0 · outbound

This paper cites Less: Selecting influential data for targeted instruction tuning, 2024.

Fairshare Data Pricing via Data Valuation for Large Language Models Less: Selecting influential data for targeted instruction tuning, 2024

Reference 22

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source=pdf_text observed=2026-08-09T19:57:42.469519Z digest=sha256:5f84d2fba7068cbac837afc7a4707535e639116324f0058c80bc864397509368

Observation b15f03da-1ed7-4fe7-93a5-978b6333bad5 · outbound

This paper cites Mates: Model-aware data selection for efficient pretraining with data influence models, 2024.

Fairshare Data Pricing via Data Valuation for Large Language Models Mates: Model-aware data selection for efficient pretraining with data influence models, 2024

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.477897Z digest=sha256:33b2e547a5d546c508e42ed08d66d0fe82e971592609d5b0e2b186ad611046a2

Observation ea454a0f-287f-4386-b382-7bdd690c3f68 · outbound

This paper cites Oxford university press New York, 1995.

Fairshare Data Pricing via Data Valuation for Large Language Models Oxford university press New York, 1995

Reference 24

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source=pdf_text observed=2026-08-09T19:57:42.487802Z digest=sha256:e2dbd360558512906aad33037e14de6ef85ada69aac882e8a894b8298b629352

Observation 3f92b696-cbb8-4a7c-b874-9ebfa0ac06a5 · outbound

This paper cites Theory of games and economic behavior: 60th anniversary commemorative edition.

Fairshare Data Pricing via Data Valuation for Large Language Models Theory of games and economic behavior: 60th anniversary commemorative edition

Reference 25

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.497705Z digest=sha256:a0f246b187fa3d49cc8b4369cb5ca9bccb76c6ab3fac5be4f92ddb2bf6276262

Observation 0084c0ab-3d5d-486c-9b30-d41a6351d5a3 · outbound

This paper cites Understanding procedural justice and its impact on business organizations.

Fairshare Data Pricing via Data Valuation for Large Language Models Understanding procedural justice and its impact on business organizations

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.503218Z digest=sha256:b6214c9fda88f57f67cc5b96f8c757190f6bfc4241b6eb440a3e7a935c96024b

Observation 99a6f777-2ce0-44aa-ac6d-682b0b53c92c · outbound

This paper cites Mathqa: Towards interpretable math word problem solving with operation-based formalisms, 2019.

Fairshare Data Pricing via Data Valuation for Large Language Models Mathqa: Towards interpretable math word problem solving with operation-based formalisms, 2019

Reference 27

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source=pdf_text observed=2026-08-09T19:57:42.517559Z digest=sha256:5154385730b03342b0cd7c7e408aa87f2e67b5a5e03988c23d143b3ff8af5fd4

Observation 7a80c82b-2743-4f8d-b559-d9f7347c232d · outbound

This paper cites What disease does this patient have? a large-scale open domain question answering dataset from medical exams.Applied Sciences, 11(14):6421, 2021.

Fairshare Data Pricing via Data Valuation for Large Language Models What disease does this patient have? a large-scale open domain question answering dataset from medical exams.Applied Sciences, 11(14):6421, 2021

Reference 28

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source=pdf_text observed=2026-08-09T19:57:42.525308Z digest=sha256:c708f6c86808a897b2ec40f0a73a91d41cea1d620abad817aa0a61801cb74293

Observation 719b9e04-1f4b-47e9-874e-443d3799c9af · outbound

This paper cites Piqa: Reasoning about phys- ical commonsense in natural language.

Fairshare Data Pricing via Data Valuation for Large Language Models Piqa: Reasoning about phys- ical commonsense in natural language

Reference 29

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source=pdf_text observed=2026-08-09T19:57:42.530793Z digest=sha256:e53718367d8b0ceb5202464729299fdf1dd6188c6894a70699f5dec346cf2d78

Observation 06eb7360-cac2-42d5-be1f-5fafab0893ab · outbound

This paper cites Improvements to bm25 and language models examined.

Fairshare Data Pricing via Data Valuation for Large Language Models Improvements to bm25 and language models examined

Reference 30

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verified fuzzy
raw_fallback, observed 2026-08-09T19:57:45.172492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.543399Z digest=sha256:6fac029322291ee4d67312f3fed47c84d82f2619bfcb5d5510dc0a9146236905

Observation 11208a83-e682-43de-b724-d3d0395f4e53 · outbound

This paper cites A marketplace for data: An algorithmic solution.

Fairshare Data Pricing via Data Valuation for Large Language Models A marketplace for data: An algorithmic solution

Reference 31

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source=pdf_text observed=2026-08-09T19:57:42.549924Z digest=sha256:5c4621eb2741eaf331918c8142cacb1c3305b267a65d4f56b26f36ffd7d71a1a

Observation 56a73b42-c4dc-4ad1-8af9-e0feb76017e3 · outbound

This paper cites Towards model-based pricing for ma- chine learning in a data marketplace.

Fairshare Data Pricing via Data Valuation for Large Language Models Towards model-based pricing for ma- chine learning in a data marketplace

Reference 32

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raw_fallback, observed 2026-08-09T19:57:45.134865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.558951Z digest=sha256:682790c6d08025c54aa04887f3dfa760d0754c41bbe33b19e5b6aa147b5c0611

Observation 492d4989-104a-44b1-a20a-9e7f53855e68 · outbound

This paper cites Selling data to a machine learner: Pricing via costly signaling.

Fairshare Data Pricing via Data Valuation for Large Language Models Selling data to a machine learner: Pricing via costly signaling

Reference 33

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raw_fallback, observed 2026-08-09T19:57:45.107588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.565466Z digest=sha256:87c183410d1f8ad07e0b99d48db7a6a70a6504b5f88d2313c0cf0a1135ba7881

Observation 4e40d405-afab-42d9-a26c-b9f9c25b78cb · outbound

This paper cites Selling consumer data for profit: Optimal market-segmentation design and its consequences.American Economic Review, 112(4):1364–1393, 2022.

Fairshare Data Pricing via Data Valuation for Large Language Models Selling consumer data for profit: Optimal market-segmentation design and its consequences.American Economic Review, 112(4):1364–1393, 2022

Reference 34

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.576333Z digest=sha256:647a39dd36560dc7665403ee30fa09b9abd7b0efb1a88465525ac58175c9b861

Observation bda12fa3-76c9-4d8f-b50d-488a7bd21f1d · outbound

This paper cites A Survey on Data Markets.

Fairshare Data Pricing via Data Valuation for Large Language Models A Survey on Data Markets

Reference 35

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:57:42.584837Z digest=sha256:aa0b8bd9a5bf69ed2ae79f96990181c7e55c61ac1423f729cb8d4e34033ff77d

Observation ff2ac6d8-17ac-4b8b-bd87-4e1cdba4182f · outbound

This paper cites A distributional framework for data valuation.

Fairshare Data Pricing via Data Valuation for Large Language Models A distributional framework for data valuation

Reference 36

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raw_fallback, observed 2026-08-09T19:57:45.049168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.596883Z digest=sha256:299c3601c27289fb30b1bb940ff948373e961b240f16a12972edb266a0a97e3c

Observation ec0059e9-ae65-4401-ab05-43f78a643073 · outbound

This paper cites Quantifying the invisible labor in crowd work.

Fairshare Data Pricing via Data Valuation for Large Language Models Quantifying the invisible labor in crowd work

Reference 37

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raw_fallback, observed 2026-08-09T19:57:45.026460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.602052Z digest=sha256:17f7f26c8c4ce2e660394f5c624b15d0af2e3c68b0ef7e25b2feed131bac14fd

Observation b447318a-14c2-48e6-9277-0db02df2aabd · outbound

This paper cites Ai boom relies on underpaid workers in the philippines.The Washington Post, 2023.

Fairshare Data Pricing via Data Valuation for Large Language Models Ai boom relies on underpaid workers in the philippines.The Washington Post, 2023

Reference 38

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raw_fallback, observed 2026-08-09T19:57:45.004404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.608857Z digest=sha256:30812bbe842f690e821203c92ca7da99cf2bae1d3962e8cfbc649bf181eba01e

Observation 87536429-0585-47a4-b2d0-b2dd7c6f64a7 · outbound

This paper cites Ethical and social risks of harm from language models, 2021.

Fairshare Data Pricing via Data Valuation for Large Language Models Ethical and social risks of harm from language models, 2021

Reference 39

Resolution
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no resolver link, observed 2026-08-09T19:57:42.616252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:57:42.616252Z digest=sha256:05039393b435640dbd12048adba0ac299b4424de5393b91e8fc9bea03b2242b0

Observation 9f4f259d-8bef-4ea1-b24f-16d7f2b91e9d · outbound

This paper cites AI Training Data Has a Price Tag That Only Big Tech Can Afford, June 2024.

Fairshare Data Pricing via Data Valuation for Large Language Models AI Training Data Has a Price Tag That Only Big Tech Can Afford, June 2024

Reference 40

Resolution
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raw_fallback, observed 2026-08-09T19:57:44.946821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.630297Z digest=sha256:b4455f84355d11d0754513623fa6ed42c6583fc1d620863aeb65a5430f537e5a

Observation 96682faf-594c-462d-a669-1cae85d87f60 · outbound

This paper cites The next great leap in ai is behind schedule and crazy expensive.The Wall Street Journal, December 2024.

Fairshare Data Pricing via Data Valuation for Large Language Models The next great leap in ai is behind schedule and crazy expensive.The Wall Street Journal, December 2024

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.912447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.636629Z digest=sha256:f21c046b28cd616701787464fc19ecc9c0ac51f0d56856ffdd694899e1f89b71

Observation 1b89c4c7-bb44-4ca2-9fa3-8a5216342662 · outbound

This paper cites Why amazon web services ceo matt garman is playing the long game on ai.

Fairshare Data Pricing via Data Valuation for Large Language Models Why amazon web services ceo matt garman is playing the long game on ai

Reference 42

Resolution
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raw_fallback, observed 2026-08-09T19:57:44.892367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.642855Z digest=sha256:97cf7e57ace75b15a856545a775151d2e21b8499f909a7c4444ab8ae46b327da

Observation c9bbad88-3d74-4abc-85b8-94c4de03fe44 · outbound

This paper cites Export subsidies and international market share rivalry.

Fairshare Data Pricing via Data Valuation for Large Language Models Export subsidies and international market share rivalry

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.862128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.649202Z digest=sha256:d24947c93f55b136182a6c9a773ef1f6e1f8e0023a52a28df3f1dc81c57bb956

Observation 3ec952f2-7330-4251-909b-485b8638cc37 · outbound

This paper cites Springer Science & Business Media, 2013.

Fairshare Data Pricing via Data Valuation for Large Language Models Springer Science & Business Media, 2013

Reference 44

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no resolver link, observed 2026-08-09T19:57:42.655532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:57:42.655532Z digest=sha256:a33b751b4a808e9bf135c06c2651916d58c6f0af5b995dd7625a737fad6f330b

Observation 3250893f-0335-44de-9c68-1463cd6113d1 · outbound

This paper cites Springer Science & Business Media, 2010.

Fairshare Data Pricing via Data Valuation for Large Language Models Springer Science & Business Media, 2010

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-09T19:57:42.660802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:57:42.660802Z digest=sha256:9e8d9f22c5bbc2ff1d659637fd5c17573fd4a848bd5fc8de5249a6732e19e626

Observation e6c01e48-579f-47b1-b389-790fe5dc6a85 · outbound

This paper cites A survey on data pricing: from economics to data science.IEEE Transactions on knowledge and Data Engineering, 34(10):4586–4608, 2020.

Fairshare Data Pricing via Data Valuation for Large Language Models A survey on data pricing: from economics to data science.IEEE Transactions on knowledge and Data Engineering, 34(10):4586–4608, 2020

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.805627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.667042Z digest=sha256:b4c76aa5df6e3f1199845bd0f7bb07e3babfb95f63ba3b52081a7436c4476c19

Observation ecad3ec8-f81f-450a-a8ce-454bfb840aa7 · outbound

This paper cites A game theory approach in seller–buyer supply chain.European Journal of Operational Research, 195(2):442– 448, 2009.

Fairshare Data Pricing via Data Valuation for Large Language Models A game theory approach in seller–buyer supply chain.European Journal of Operational Research, 195(2):442– 448, 2009

Reference 47

Resolution
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raw_fallback, observed 2026-08-09T19:57:44.782346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.674718Z digest=sha256:59e128e01eab5132a10e1be29839dd564232fc6343fb2629b1ab9309b60f47c7

Observation c1275c8d-3b8b-4620-bec3-0bcb3313cb44 · outbound

This paper cites Dependable de- mand response management in the smart grid: A stackelberg game approach.IEEE Transactions on Smart Grid, 4(1):120–132, 2013.

Fairshare Data Pricing via Data Valuation for Large Language Models Dependable de- mand response management in the smart grid: A stackelberg game approach.IEEE Transactions on Smart Grid, 4(1):120–132, 2013

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.754987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.683095Z digest=sha256:1e32bd1d65a95d0048af7f61b6e9f3b249a74301b354f281535feaa4f193399b

Observation 57130157-29d2-4e5b-91c4-06534d994673 · outbound

This paper cites Harvard University Press, 1989.

Fairshare Data Pricing via Data Valuation for Large Language Models Harvard University Press, 1989

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.724920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.689772Z digest=sha256:ec76af712a2b0cc8266b7e6aef1c8101e8442ce24db84e391b8e16de5106d66f

Observation af7dde57-71ed-4594-a308-d695dd5aa43a · outbound

This paper cites Sage, 1998.

Fairshare Data Pricing via Data Valuation for Large Language Models Sage, 1998

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.695682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.699892Z digest=sha256:9b4804259551be2755b8f0ad04a603b197feb3a41bb71ae6fa8f63504993c62d

Observation b832235b-ce74-421a-b723-e84469ce86ef · outbound

This paper cites Fairness theory: Justice as accountability.Advances in organizational justice, 1(1-55):12, 2001.

Fairshare Data Pricing via Data Valuation for Large Language Models Fairness theory: Justice as accountability.Advances in organizational justice, 1(1-55):12, 2001

Reference 51

Resolution
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raw_fallback, observed 2026-08-09T19:57:44.669064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.708362Z digest=sha256:3bb6e443df7e8b20414992c09aa5556ea601ef2f1ad38e07f2ed845c44d89e92

Observation ce8f4bef-f01c-46e7-8008-439da7c0eb97 · outbound

This paper cites What is organizational justice? a historical overview.

Fairshare Data Pricing via Data Valuation for Large Language Models What is organizational justice? a historical overview

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.644061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.716991Z digest=sha256:e1f7bf4b95a03e83c61041a177cdf7eb4017e614eccb1c0c79c1895f6d79e02e

Observation 2590cfea-82e5-41c9-8d6a-d9635c57579b · outbound

This paper cites Organizational justice research: A review, synthesis, and research agenda.

Fairshare Data Pricing via Data Valuation for Large Language Models Organizational justice research: A review, synthesis, and research agenda

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.618738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.725547Z digest=sha256:e2bdf96d7cbf119045a7667d60d7a3b8c7c2d18f69326d8f7f7ba039e570ca80

Observation db813205-6e06-4a22-b923-a0cfbd9d939c · outbound

This paper cites Training data influence analysis and estimation: A survey.

Fairshare Data Pricing via Data Valuation for Large Language Models Training data influence analysis and estimation: A survey

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.583378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.732442Z digest=sha256:9c1506502c8e212e9e116e4e2a4f47fe8705191ab51bcabce6a98aa829d2aa7d

Observation ccf5ec65-7198-4f5c-82e7-14939f711be8 · outbound

This paper cites Understanding black-box predictions via influence functions.

Fairshare Data Pricing via Data Valuation for Large Language Models Understanding black-box predictions via influence functions

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-09T19:57:42.739388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:57:42.739388Z digest=sha256:4a374c2d120ff7a0e7695ea75f83608790afb39b139c160751065910567f3a39

Observation 9dc140d0-4193-4c3b-995b-3351354caa2b · outbound

This paper cites Estimating training data influence by tracing gradient descent, 2020.

Fairshare Data Pricing via Data Valuation for Large Language Models Estimating training data influence by tracing gradient descent, 2020

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.533745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.745269Z digest=sha256:625f096b79aabee0a5c5231e96c0c3f636755b25019f65c744122c3365eedcc8

Observation ea8b67bd-e10f-4cb3-a1ee-f5b985163cc1 · outbound

This paper cites Understanding instance-level impact of fairness constraints.

Fairshare Data Pricing via Data Valuation for Large Language Models Understanding instance-level impact of fairness constraints

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.510794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.753392Z digest=sha256:8cdc41ab34760453186d12873e92856d6b8eef08acf5134b202bbc3f46f0a5fd

Observation ca6377ff-b9f9-4bd6-b5bf-0a04a599751c · outbound

This paper cites Ma, and Chenyan Xiong.

Fairshare Data Pricing via Data Valuation for Large Language Models Ma, and Chenyan Xiong

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.483598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.775856Z digest=sha256:bfdf6ebab659401a5ded481eefdaab18216975755fa44298eca6c85caf2aee2d

Observation 7084de0e-7411-4e27-835c-58ebfd73af58 · outbound

This paper cites Unlearning Traces the Influential Training Data of Language Models.

Fairshare Data Pricing via Data Valuation for Large Language Models Unlearning Traces the Influential Training Data of Language Models

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-09T19:57:42.782300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:57:42.782300Z digest=sha256:d8b83de3f7b08947e132383ebce63792b0b6154d5734d481e1ea5a541e97f3f4

Observation 86e437f9-409d-4972-ac9b-512f3af416ea · outbound

This paper cites On Influence Functions, Classification Influence, Relative Influence, Memorization and Generalization.

Fairshare Data Pricing via Data Valuation for Large Language Models On Influence Functions, Classification Influence, Relative Influence, Memorization and Generalization

Reference 60

Resolution
verified exact
local_arxiv, observed 2026-08-09T19:57:43.337145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.788666Z digest=sha256:c43407328fa36c87ac3c525a211097c9a7f2ac63100f9bc53af31d0a05a55246

Observation 189fa21a-6697-455e-8c63-7965e773de7a · outbound

This paper cites Hint: Healthy influential-noise based training to defend against data poisoning attacks.

Fairshare Data Pricing via Data Valuation for Large Language Models Hint: Healthy influential-noise based training to defend against data poisoning attacks

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.449669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.795731Z digest=sha256:95f2641b684b1afea5fc855dc3d39c4a25ad8cfedf2af9355904e31670050093

Observation bc8029b3-cdb0-45c0-9af1-7d646d4b7a83 · outbound

This paper cites Fairness without harm: An influence-guided active sampling approach.

Fairshare Data Pricing via Data Valuation for Large Language Models Fairness without harm: An influence-guided active sampling approach

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.418406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.802557Z digest=sha256:e6e8537f69cff798a4f28412fc902e2af8f0c09f077e7f213ee0da526f78d3d4

Observation 048069f0-d49b-4a6e-94be-e03325253a05 · outbound

This paper cites A value for n-person games.Contribution to the Theory of Games, 2, 1953.

Fairshare Data Pricing via Data Valuation for Large Language Models A value for n-person games.Contribution to the Theory of Games, 2, 1953

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.377991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.808513Z digest=sha256:a01528bb41ceabf82ee8f2ee2dd5b9522bfbf95e9fc13a4c40af6e336e0cc749

Observation bbdba7b5-a4a3-42fb-8a18-634cccb57ace · outbound

This paper cites Towards efficient data valuation based on the shapley value.

Fairshare Data Pricing via Data Valuation for Large Language Models Towards efficient data valuation based on the shapley value

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.347207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.815036Z digest=sha256:193ac2efa482f645da42d0f6600518e7617b6fe47ed5a41d2861ac219249a318

Observation 3eeb6087-ca21-4c7a-a6d9-baf7b0393328 · outbound

This paper cites Data shapley: Equitable valuation of data for machine learning.

Fairshare Data Pricing via Data Valuation for Large Language Models Data shapley: Equitable valuation of data for machine learning

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-09T19:57:42.822052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:57:42.822052Z digest=sha256:56fac4ec8da30281e9ae433bbc4ac2a13aaf17488c34fbb9f5af5215296967b7

Observation 86a9ba53-8508-49e0-9ef1-d57558ee3296 · outbound

This paper cites Cs-shapley: class-wise shapley values for data valuation in classification.Advances in Neural Information Processing Systems, 35:34574– 34585, 2022.

Fairshare Data Pricing via Data Valuation for Large Language Models Cs-shapley: class-wise shapley values for data valuation in classification.Advances in Neural Information Processing Systems, 35:34574– 34585, 2022

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.295900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.831394Z digest=sha256:6e56a8197e330622f6ea3b659eb88d6c8730ba60bca4e64be4b9e8f475818ba0

Observation b5246a7a-8b8f-4abc-a9cf-547f0e1a0d6d · outbound

This paper cites Data Shapley in One Training Run.

Fairshare Data Pricing via Data Valuation for Large Language Models Data Shapley in One Training Run

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-09T19:57:42.841329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:57:42.841329Z digest=sha256:5527fb602228ae178e7247bfb157a7f86ae3910608cf7cd26740d704e8c93af6

Observation 38028d59-3b1b-4d3d-9a32-1873fe97f14c · outbound

This paper cites Du-shapley: A shapley value proxy for efficient dataset valuation.Advances in Neural Information Processing Systems, 37:1973–2000, 2024.

Fairshare Data Pricing via Data Valuation for Large Language Models Du-shapley: A shapley value proxy for efficient dataset valuation.Advances in Neural Information Processing Systems, 37:1973–2000, 2024

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.266395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.852253Z digest=sha256:8dedc0d06b6af835e7ca6ad17f8bef363f64591812454af46c0617d5b5c376d6

Observation 10f1da93-80ce-4767-b61a-7e8dae18c6e3 · outbound

This paper cites Towards tracing knowledge in language models back to the training data.

Fairshare Data Pricing via Data Valuation for Large Language Models Towards tracing knowledge in language models back to the training data

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.242624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.859277Z digest=sha256:6a709981117323c3af1b69ed295050c0cd03fe54077779188cb5573a037061e7

Observation 8286ded8-d22f-43e9-9b26-305baa1ad185 · outbound

This paper cites Enhancing training data attribution for large language models with fitting error consideration.

Fairshare Data Pricing via Data Valuation for Large Language Models Enhancing training data attribution for large language models with fitting error consideration

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.213218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.865600Z digest=sha256:bba6e7ffec9c54e239b463e6103e87366dcf2581ac418950b4ff5851a57f89e0

Observation 12d75830-a6c5-46c3-acf0-a496ed3f699a · outbound

This paper cites On the Feasibility of In-Context Probing for Data Attribution.

Fairshare Data Pricing via Data Valuation for Large Language Models On the Feasibility of In-Context Probing for Data Attribution

Reference 71

Resolution
verified exact
local_arxiv, observed 2026-08-09T19:57:43.271877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.872324Z digest=sha256:eeb2aa388f7a897d2229a1b69ebb2010f4aad98675f7b4aa3324b656b617d6e6

Observation d087acdf-5706-44b8-8d70-bcb11d30b6cd · outbound

This paper cites Greats: Online selection of high-quality data for llm training in every iteration.Advances in Neural Information Processing Systems, 37:131197–131223, 2024.

Fairshare Data Pricing via Data Valuation for Large Language Models Greats: Online selection of high-quality data for llm training in every iteration.Advances in Neural Information Processing Systems, 37:131197–131223, 2024

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.178411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.878135Z digest=sha256:9199f9257b79360c24bc70d26b345c3d276ed010806473c4ae3f9dbd3ae74d62

Observation aa7de6ac-4d10-4933-9b9d-218bdbf72b17 · outbound

This paper cites Reputation and feedback systems in online platform markets.Annual review of economics, 8(1):321–340, 2016.

Fairshare Data Pricing via Data Valuation for Large Language Models Reputation and feedback systems in online platform markets.Annual review of economics, 8(1):321–340, 2016

Reference 73

Resolution
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raw_fallback, observed 2026-08-09T19:57:44.146313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.901551Z digest=sha256:c5d1adaab04bb5891bc9285e4cf8d3c30165f70ed29309af616f94dc6ebe9668

Observation 5b44e16b-5e5c-4ca8-b627-c384e3ca5f26 · outbound

This paper cites Bottom-fishing and declining prices in sequential auctions.

Fairshare Data Pricing via Data Valuation for Large Language Models Bottom-fishing and declining prices in sequential auctions

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.107839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.909266Z digest=sha256:aa3571f983d4bab117eeba41453cc01621ef436528f5e4e0f8f79479c4223839

Observation f8d69985-2227-49b5-96eb-ad087afb6446 · outbound

This paper cites Sequential bargaining in the field: Evidence from millions of online bargaining interactions.The Quarterly Journal of Economics, 135(3):1319–1361, 2020.

Fairshare Data Pricing via Data Valuation for Large Language Models Sequential bargaining in the field: Evidence from millions of online bargaining interactions.The Quarterly Journal of Economics, 135(3):1319–1361, 2020

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:44.062800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.916686Z digest=sha256:7794905ae0d7186edc1448a5d1a21397323814b330209eb77bd150d7b0f4626f

Observation a6c55113-94aa-4b32-929c-7be8507ff542 · outbound

This paper cites an unresolved cited work.

Fairshare Data Pricing via Data Valuation for Large Language Models Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-09T19:57:44.031101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.923192Z digest=sha256:6f43fcf1ed62c68c5a7bf7713f467b90b783bba91b9aee473edf2bd96ef465b6

Observation 57755f74-06be-45cb-b015-f5f447367b5f · outbound

This paper cites Openai’s next big ai effort, gpt-5, is behind schedule and crazy expensive.The Wall Street Journal, 2024.

Fairshare Data Pricing via Data Valuation for Large Language Models Openai’s next big ai effort, gpt-5, is behind schedule and crazy expensive.The Wall Street Journal, 2024

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:43.994453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.928708Z digest=sha256:b625a778178aaaf1798d64a4861d6acfe097f675a4208c3c3de91282a4dfae02

Observation df7758eb-b828-4306-ae50-f5a5e0c2b471 · outbound

This paper cites Sundar pichai: The 100 most influential people in ai 2024.Time, 2024.

Fairshare Data Pricing via Data Valuation for Large Language Models Sundar pichai: The 100 most influential people in ai 2024.Time, 2024

Reference 78

Resolution
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raw_fallback, observed 2026-08-09T19:57:43.968201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.936037Z digest=sha256:1f6657c7e35a4648b17518fd2fefac30f7dd8a07f151c94cc289e55680dadf25

Observation 0b830885-fa79-4c93-91fe-a886e97fa8a1 · outbound

This paper cites Superagency in the workplace: Empowering people to unlock ai’s full potential.

Fairshare Data Pricing via Data Valuation for Large Language Models Superagency in the workplace: Empowering people to unlock ai’s full potential

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:43.933068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.944066Z digest=sha256:1194f5bab937945bff8b16abd33f8e8e1f90f8c76bc69900e3856b88b9eb956e

Observation f7fd65c0-52f3-4cee-86c7-93d546c76d13 · outbound

This paper cites Dynamic programming and statistical communication theory.Proceedings of the National Academy of Sciences, 43(8):749–751, 1957.

Fairshare Data Pricing via Data Valuation for Large Language Models Dynamic programming and statistical communication theory.Proceedings of the National Academy of Sciences, 43(8):749–751, 1957

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:43.895714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.950196Z digest=sha256:297970f3fb7853d88b795e7c3c4c8a7d2be880e4e7a7951ac9ca13a251764070

Observation fa79b3a1-a1c0-4a67-ae23-d6b221a53a2b · outbound

This paper cites The llama 3 herd of models, 2024.

Fairshare Data Pricing via Data Valuation for Large Language Models The llama 3 herd of models, 2024

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:43.872513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.962827Z digest=sha256:bb13ba6ba3a04fc6c7db3efed15f629065263b2911079d3ce3d113ff4a9ea6c6

Observation 43466af8-bcd6-487d-8e36-edfb9e1587c4 · outbound

This paper cites Pythia: A suite for analyzing large language models across training and scaling.

Fairshare Data Pricing via Data Valuation for Large Language Models Pythia: A suite for analyzing large language models across training and scaling

Reference 82

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unresolved
no resolver link, observed 2026-08-09T19:57:42.968569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:57:42.968569Z digest=sha256:795b1401b8a20db7c43b6361721449c95bf8bc9ecec1ce2431fd4f1d3ea7dc1b

Observation 4614e475-d6bb-4bd2-84fb-f6cd3888306f · outbound

This paper cites Fine-Tuning is Fine, if Calibrated.

Fairshare Data Pricing via Data Valuation for Large Language Models Fine-Tuning is Fine, if Calibrated

Reference 83

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unresolved
no resolver link, observed 2026-08-09T19:57:42.975439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:57:42.975439Z digest=sha256:3084cffced20482ecedef16845e863747e80b2c114343a85678827876983a8bf

Observation 44e36a03-314d-45bf-8d38-88b0968e7594 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Fairshare Data Pricing via Data Valuation for Large Language Models Training Verifiers to Solve Math Word Problems

Reference 84

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unresolved
no resolver link, observed 2026-08-09T19:57:42.983300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:57:42.983300Z digest=sha256:b7cd8afe04b3d8b9a85c0b72a7f5a2c76f222993073cad4c99292ae7a5ee41ee

Observation 4810566e-0bd6-4453-8ae5-dd1a4352f17f · outbound

This paper cites A survey of deep learning for mathematical reasoning.

Fairshare Data Pricing via Data Valuation for Large Language Models A survey of deep learning for mathematical reasoning

Reference 85

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verified fuzzy
raw_fallback, observed 2026-08-09T19:57:43.826492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:42.995145Z digest=sha256:a45a05a1bd66aba7c5d3f6967fa0496a33a9c06bc123b8b8d00f30443eca6b12

Observation e32dce38-ecfa-419e-bc8a-2076ce42ea90 · outbound

This paper cites Mathematical Language Models: A Survey.

Fairshare Data Pricing via Data Valuation for Large Language Models Mathematical Language Models: A Survey

Reference 86

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no resolver link, observed 2026-08-09T19:57:43.001021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:57:43.001021Z digest=sha256:4d80e09cc9337f190b891f0a5c0f7a71d97c0f7cbe6fa8bb593a8fb589e48c39

Observation 9aa10417-dbe8-441a-9814-f619541a2b9c · outbound

This paper cites Large language models for mathematical reasoning: Progresses and challenges.

Fairshare Data Pricing via Data Valuation for Large Language Models Large language models for mathematical reasoning: Progresses and challenges

Reference 87

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no resolver link, observed 2026-08-09T19:57:43.007393Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T19:57:43.007393Z digest=sha256:a1a690cd148d6482275244338b9280277b78e4c2eb77456e10eadd0ce73b2f5d

Observation f25ff859-b271-49ba-9daf-135faf1315f4 · outbound

This paper cites Measuring massive multitask language understanding.

Fairshare Data Pricing via Data Valuation for Large Language Models Measuring massive multitask language understanding

Reference 88

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no resolver link, observed 2026-08-09T19:57:43.016262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:57:43.016262Z digest=sha256:c065a9a1108042007d6aac642f9a1967006c396b8aab45efefef40ffd86fb286

Observation 224f6d84-81e0-43d2-9b3a-6733e6557fef · outbound

This paper cites A Survey of Large Language Models in Medicine: Progress, Application, and Challenge.

Fairshare Data Pricing via Data Valuation for Large Language Models A Survey of Large Language Models in Medicine: Progress, Application, and Challenge

Reference 89

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unresolved
no resolver link, observed 2026-08-09T19:57:43.022410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:57:43.022410Z digest=sha256:eb68785fe357ceb3d0db6d6fe1948ff5cf2b136362bfdd353883794c13a7ac79

Observation 2583f656-c175-48c8-b2bb-f9554db8fb37 · outbound

This paper cites Ed-copilot: Reduce emergency department wait time with language model diagnostic assistance, 2024.

Fairshare Data Pricing via Data Valuation for Large Language Models Ed-copilot: Reduce emergency department wait time with language model diagnostic assistance, 2024

Reference 90

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verified fuzzy
raw_fallback, observed 2026-08-09T19:57:43.746175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:43.033734Z digest=sha256:6cd66bda96459df0a739ff9b909b26c971599de5ac83d51c15b22085235f56df

Observation 56cd4094-1037-4da3-89f3-27ec341b8496 · outbound

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

Fairshare Data Pricing via Data Valuation for Large Language Models Lora: Low-rank adaptation of large language models

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T19:57:43.721138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:43.044645Z digest=sha256:fa4e7ef1c978d4c0da2c2ffde9f94eb554c596450e5aa31dd3ac8ebca8c78ee2

Observation ef7f97f7-46f5-4be5-8cb9-e905f65a60bf · outbound

This paper cites upweighting.

Fairshare Data Pricing via Data Valuation for Large Language Models upweighting

Reference 92

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malformed identifier
raw_fallback, observed 2026-08-09T19:57:43.693780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:43.052198Z digest=sha256:df6b5670e17432ef5da97c73b33a188221bd8f2d160295946fb34657b557d4da

Observation 1549b133-9ae4-4a8f-8681-618943b60f92 · outbound

This paper cites Guidelines: • The answer NA means that the paper does not involve crowdsourcing nor research with human subjects.

Fairshare Data Pricing via Data Valuation for Large Language Models Guidelines: • The answer NA means that the paper does not involve crowdsourcing nor research with human subjects

Reference 93

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raw_fallback, observed 2026-08-09T19:57:43.673983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T19:57:43.059870Z digest=sha256:f41ab3d788ea5cf83c896eb3f51ba17f5d2016ebb19b8d025a885802fc332c05

Pith citing papers

Observation e7f3097c-a92d-46f3-887a-8dabd415460e · inbound

A Human-Centric Framework for Data Attribution in Large Language Models cites this paper.

A Human-Centric Framework for Data Attribution in Large Language Models Fairshare Data Pricing via Data Valuation for Large Language Models

Reference 197

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arxiv_id, observed 2026-08-04T02:29:04.470544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T02:33:56.023070Z digest=sha256:ed24740392bf622509c4d146d5b0ace9998dfd0f1174f249d743c242e3cf8d16

Observation a2cd66fb-c781-4d1e-ae5d-ae098d79be46 · inbound

Cloud-native and Distributed Systems for Efficient and Scalable Large Language Models -- A Research Agenda cites this paper.

Cloud-native and Distributed Systems for Efficient and Scalable Large Language Models -- A Research Agenda Fairshare Data Pricing via Data Valuation for Large Language Models

Reference 131

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arxiv_id, observed 2026-08-04T02:29:04.470544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T06:27:23.580445Z digest=sha256:eb2fbd62895aabc3ff2a215c0bc29ac876d18a6a7035ad5c941d58d4d616dff4

Observation cb812b77-6609-492d-848a-4908f7321f8f · inbound

On the Fragility of Data Attribution When Learning Is Distributed cites this paper.

On the Fragility of Data Attribution When Learning Is Distributed Fairshare Data Pricing via Data Valuation for Large Language Models

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-08-04T02:29:04.470544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T15:16:32.125215Z digest=sha256:74eab509a5b605dac602d525c018916c90fb26204aa161aa7320d09434bd7b86