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Paper Citation Record · LEDGER

Fairshare Data Pricing via Data Valuation for Large Language Models

As of 18 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 2026-08-17T06:30:58.91139+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=sha256:8f80470899b7dd611c2ce17bf34d4052ea42f5301af7df19dc60cc9c9ee1d26b

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=sha256:6de7299ade9b979b0ab54453e2973f8464323ab892cebd638f03bb2aa0f21461

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=sha256:188130e0d18e5d1b57f63fbe4f2124c321d3f474ca498b4c6bb7c17e325e6494

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:bc1ff641dedb082bb4b599abe1ef47df9d652a06eeaef79f5c43b794ef944178

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:f914c44f093f2af00a5cae3b723155d60f42a98a3a210ce0e51015a8e9aefeb4

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=sha256:92d6ad9252a285125599e121928f6a4aa388f7b4ee215680e9845278e274f87e

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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no resolver link, observed 2026-08-09T19:57:42.340847Z

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source=pdf_text observed=2026-08-09T19:57:42.340847Z digest=sha256:47ce9eed4791488e49a1f0d0853f4e9be355b675c227b52e43dc236859d46059

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:a7de1667b5f280aa0d4fa16438f472b3093e28c6caa2b3c03c50d48ed8007185

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=sha256:7b0e1ab9fc4f689be0bcfb0f313aaf4052b57d0daae236fa23d49058b9c112f3

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:f6e26f4a4bd0e04848bcacb53edccabab7e946a10607a318ff2cc96766559d81

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:e5e7f53c10063a98e303898b9f5429914ee71a528c2f59e090c346ea3ed7a593

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=sha256:91e80906c9fb861583db0c88b381b64d1d568fede96f55babe8de1ea6f246202

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:d95b98ada8505227c7227d97294ccada3ce40c198a958e4fff607a04025eb698

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:bf788fdd7ee4499d193de6f88dee41710be06b4be688dd5a1437a1f510153b3c

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=sha256:84947bcad0f88468bcfb90cb61fb532937ebecfb21fb82bd8aec1983f1258041

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.422254Z digest=sha256:12e16fb4f2e9595424c450e20f7989539b008088277a210e8e5426dd5a2be83d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.428829Z digest=sha256:ca09c6bd33cb1f5c965cd6739b37143cfb7ccd75ce7dff72bf480b0b62ebf634

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:ddbeb03fed2aa16d4421e63956d85d5c54f625838f1cb5fc7281c3194f204b31

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.446633Z digest=sha256:fd8b8f21436d3c12a0c60a66370924d25de149eec60216a03c89d09a0b0e65ba

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=sha256:4750a923053ee708bf014ef9c72a4d8487c64e794c9078c5374e83e81011405f

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=sha256:6342ff16c5f3f6ab14016dd5c36c1ddb33acf6b88522ccdbff55d054c734aa18

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:fd49704be6211614b1b398896f6e7113e307a8dc515614979c9df80e9ae4ada3

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.477897Z digest=sha256:f06b6ff52aac9b365741e7cba65fee9a2fa27fa7cf739f99357daa4820aff914

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=sha256:1d5ff613597f5095969cc1cc80ee1d16980d4c8321dfbead4983b369648b09ae

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.497705Z digest=sha256:f435ed776d7bb20ba2da0bf122802ee65c4d2f5c6c613a6c061138d6fc0739e4

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.503218Z digest=sha256:bd13f2cf1e9d223b3c101d99b8f463ca2ec46bd21b710c039627a3525138eb75

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=sha256:3c2a12b9f434a7bdff1dd1713ddd6ade079dc2aa9025e9626687700fd02b145c

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=sha256:585bee17c00149ba824ed93487a8c18162b0e9305529b7daaae357b8ec26d36b

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:b075ef9bf694e40ebcfbfb3eae03474a27a9b3849a6970d1555879dea6429962

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.543399Z digest=sha256:71064827cf201272a0843df1ab65046e852d424d059c3b6bb74b352921d994ad

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=sha256:8ad6b79a31dbfdd1fec6306535d8372f868fa4a63dd68d1083e4ab60701d08a3

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.558951Z digest=sha256:b65f8642ef1edf585596e6e462a689d713a615b958e3aae61bd27590c982adcb

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.565466Z digest=sha256:f92adb0c06459e8ee7e46fc36eaef1e6815a45d095a98d8bf14309d145da5594

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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raw_fallback, observed 2026-08-09T19:57:45.075926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.576333Z digest=sha256:4d518efa1a6890fbe970cd6d951ed52bc3054fac84689350ad962ef7f44f880d

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=sha256:8d940c2b5056cca67224c0c39fafc713e8d166a1784a1f3d28b9dc1922ade3bb

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.596883Z digest=sha256:853681d637d35d4a8901dd1dc1363eef91879fd54320ae17f0ebc74021e86076

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

Resolution
verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.602052Z digest=sha256:b2e73a6e6f98e25adc5e09db2f499ca76acefbe24eedb2d219ce96658f27b941

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

Resolution
verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.608857Z digest=sha256:13487f49f2826d95fe4e55feef0715940184006113aa2fcf9f213a8217574211

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
unresolved
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:c18a645f618084a05d7ee3b033b04354ba4745a7bd851097275cf9c3c496bea1

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
verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.630297Z digest=sha256:d39179ac76a57c9632deb27345f51e21537f2dbe3227773feb36c84b9be3ffb1

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.636629Z digest=sha256:ab43494373e6e12f8765585c4a853bcbb172d68d66f11abc9219e06d8f726e09

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
verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.642855Z digest=sha256:5ac6df637bfa7ad33c4b7bfa963ae2be7ba561f923bfc295ce0c02d2a1f1ef4b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.649202Z digest=sha256:6113a2d20aee99690b2ca7100a6a3302b50375b4a95f7208db1866ee50d8ecc2

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

Resolution
unresolved
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=sha256:6146b108b8653ff5b05a38b8b73f97363957b40b901cb3802f1ba0d987887a78

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:c71bf179bd7868b2fbe7cd4100231592956c3176cda5d30e36bfac13eecf1e09

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.667042Z digest=sha256:8a2fdb2ff3b12d02b011b40d4e5e194b3d4454d5abd1f29a7bf3554c422f1acd

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
verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.674718Z digest=sha256:7fad56f023237dd75d837893c4950405a2bb3995de04a0a30f200de86dad0755

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.683095Z digest=sha256:8f42bbf27c94c3e33da5e0ed2ee87f44edb85fd329e8eeb5bbccdf5f3490beea

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.689772Z digest=sha256:1eb39e7b3e2508350138193597ce650ccd0d46beeab8bd5e8bee9fe272b73f56

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.699892Z digest=sha256:42c37535a9667ab2103e2260c177c66322bb4303b63662f87a263febcf35ac3b

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
verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.708362Z digest=sha256:a67f0e255b8acfac1f95759f828c83ab1fbce6b924d7dce93bffd386a1b6afb9

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.716991Z digest=sha256:d7e98d79288d19b6226838a45cb97db05b6f34bab6b919bb04b3ba967fd99f0d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.725547Z digest=sha256:3a484b139aeb721b8f84e31e8c8078c7b20eb3819d751b79c4735174eb86122c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.732442Z digest=sha256:9aa3359190e7da6410eecd578d143b04cc68b33738356ff96e93797e2ad022a0

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=sha256:79bc64b3f6fcb2b624b9139dc5f97a67a9957c2b0b01caef687f39c6765b2786

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.745269Z digest=sha256:d0c857ccb5e6dc316cdfc89964f00cbc7aa77f49cfb0612c832fbc4cbfefed11

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.753392Z digest=sha256:b8c1114e465fa6b08e05bcd05a8995652dc8664a87e0c0203b9101ea5a8fd2b0

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.775856Z digest=sha256:73c4a1343e3399ecac1e055323ac153c682e6975f145604cedb74a145731f230

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=sha256:428d6e0e3d796ec893a8ab2496a2a89a1c24d9ad6bc88d47fb2e9c6e5d7c0db6

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.788666Z digest=sha256:1ef2ed260001616c80a82fc3dbcab940af72a5d3b15c629a6aa4fbfcbad1f543

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.795731Z digest=sha256:a109c066e15ed2bfd660ffc084670895573dfafa64c62cea0a9dfcc83c880a39

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.802557Z digest=sha256:b43da6e65955959689b772a1a2c8ff7392746f08c389de04804134f6822ee29b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.808513Z digest=sha256:9d8b151047c164dd1856c923b811e12686523c58ad9d127faa7ccec1ecff3f9a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.815036Z digest=sha256:f86b03160cbe9ad93ff25855bd70c9eb5fc0e8004ffb71a56cede9113a60fdef

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=sha256:8c9be0dad02a8f1032ce8514e14f11dceb704ca18744dce4ef9e09fc0e0214f2

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.831394Z digest=sha256:5d0311ad404a719616c29bc48091a61d365aff7d733dc9a96ec554e737dbc598

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=sha256:54756d38a7b162ccd86adbb831fddc1c594087db8978d04240d52333af25f08f

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.852253Z digest=sha256:6ed5f7ade3a1eec5c1a8896de885f668a08724dfe1ce9bde9b8836d0f7b37e50

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.859277Z digest=sha256:dcd4c853302e0baab5209607e0731be5c6f3fe8673df3ef77278f116ec6a2cbe

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.865600Z digest=sha256:f8750ba7232c598e2493fe7a21730e68cdeec6061743e21652a34ac69da52a20

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.872324Z digest=sha256:b8ddaffce8d0af396ca7d0277b01a98260067fcd4715247fba2e58966e6339d1

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.878135Z digest=sha256:9beb3ec3f88cd611279f9879d0d738d37ab80fdc37a298c245ceea0e588ebbd6

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
verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.901551Z digest=sha256:6501fd9747570918893dfca5e048452b3ea4d8c452658c318dbdff3e6e3b74e6

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.909266Z digest=sha256:82e3f17f255192c01dbcdd726dd73898151eb88a36a67dac2aa5ba09d3859b39

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.916686Z digest=sha256:d45e4658936e8e71f889f767d28fdb6cb8e7bb50c7668280a8c8c56c76ee4d6d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.923192Z digest=sha256:0ca24ef140e0d2748b8a150df0d6cc74fa48488c0f6aafcd222b8c8d2e586513

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.928708Z digest=sha256:1aedf09e93c5b1eb72a515bfed11eeb29f21910b77390d5947001a3372d4783b

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

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verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.936037Z digest=sha256:e06b5c5a54fcd3d5628ba44d025624199b0dc80090ec332d75d6cb1a2c4ce08d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.944066Z digest=sha256:5fbdd8954806cca8e0a6d640b04a18710fb3bef0f108f9586d66841b79dabbfc

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.950196Z digest=sha256:93df8ebd3d7d116c8293d2e5479819704788269ce73000ea9edc695f9500d738

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.962827Z digest=sha256:022f29433fc06ab33d1c851f0e1ccfbaaca4e04e7c17f957545961413bdd8539

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=sha256:2261de508e5e8c6cb2dfad271e1a6f656f494ce84831aeb14e8b80fcd97367d8

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=sha256:21d817529f3927499d0bf22514a5511a3e154581c7b9ce133f69aa4df2a5874b

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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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=sha256:12cac549abab1f301d7cf14b1806968f97b1b14b90f382423384edd96a809432

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:42.995145Z digest=sha256:4edbed7adc6e39f7b650c1ff2ba17a1c11d2fcc88c19ea91006864398e87a69f

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=sha256:1fcc09ab4a8f4ecbc92ebebe8c8358462d945d5dc3e5a5b9c028113646ee3f5c

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T19:57:43.007393Z digest=sha256:f2bbd3184cd9d6cbc5b1980e8bdc529269d2922964432e6818c47d8f21c726bb

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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unresolved
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:a6a7299c1ee5425145d1c149b2e7ff4267111b2c8d7d70f0efe765b6dbe11435

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=sha256:84d068b7a846d6dae57ae8eeaa201fff96b146a1d21fb5f831b2983e04bc4d58

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

Resolution
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:43.033734Z digest=sha256:c8c678becccc16fea3495ca4e313d794dc5cffccdb4497317f6da4c4ced1cace

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:43.044645Z digest=sha256:8abf6a3cbaa79a78bdb30f760e91fb48dd8953ec64700cf03ff6314a6bb67f73

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

This paper cites upweighting.

Fairshare Data Pricing via Data Valuation for Large Language Models upweighting

Reference 92

Resolution
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:43.052198Z digest=sha256:efb68d27ae502a8b6acc8e8077fc6b2815c9cf93e285f2504987985788363a36

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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verified fuzzy
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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-09T19:57:43.059870Z digest=sha256:d9ee9fe31d7c8e38b6ab4bafa26f4a5b7621003fb6018f52db91f99d06d94184

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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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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-16T02:33:56.023070Z digest=sha256:18dc1b63ba205ec1ca58309a1c8983fdc811ee88261676ada415c237e3b4dfc0

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-10T06:27:23.580445Z digest=sha256:10292a7221d109bec6b7d4602c97c5b35b09b1f8b05acb3370b65acc8cb57f15

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-19T15:16:32.125215Z digest=sha256:b65decdb66d1ddb2ddcf801600e0f5dc69eb68203d66b461077299940e1ff10e