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Paper Citation Record · LEDGER

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation

As of 20 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2607.22766.

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

pith.paper-citation-record.v1
2607.22766 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:34:09.610384Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

36 of 36 outbound references displayed

  • verified exact2
  • verified fuzzy10
  • unresolved24
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d38d5563-4bf1-4a05-ba35-2bfe17bd6ebf · outbound

This paper cites SemDeDup: Data-efficient learning at web-scale through semantic deduplication.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation SemDeDup: Data-efficient learning at web-scale through semantic deduplication

Reference 1

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source=pdf_text observed=2026-08-15T15:34:09.451148Z digest=sha256:33049f0db00ff2a339272eaa377c37430c530cc5b721f029e6216a10b11e8af3

Observation dc7cf7fa-008f-4310-992f-6fc838e03392 · outbound

This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 3

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source=pdf_text observed=2026-08-15T15:34:09.465358Z digest=sha256:b26f64f35eac8b354e4b61645b00c8303554b766b2b2917988d0b6fb00a75592

Observation 51353b47-617d-426f-9657-d9ba933d0390 · outbound

This paper cites AlpaGasus: Training A Better Alpaca with Fewer Data.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation AlpaGasus: Training A Better Alpaca with Fewer Data

Reference 4

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source=pdf_text observed=2026-08-15T15:34:09.470346Z digest=sha256:973d5441d8778c138acf0e64700236709881ae3a8d0d9aebf53e1ad4e0c8a8d0

Observation 3b5439c2-b93d-48f8-a306-ee5352ed8516 · outbound

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

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Data shapley: Equitable valuation of data for machine learning

Reference 5

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source=pdf_text observed=2026-08-15T15:34:09.475395Z digest=sha256:e939089172e013b371be90fb757ff71836fcf8f5b7530f4ca645b041115c073a

Observation 249c9f74-b434-4324-9d7e-3da296172d0f · outbound

This paper cites Textbooks Are All You Need.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Textbooks Are All You Need

Reference 6

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source=pdf_text observed=2026-08-15T15:34:09.479819Z digest=sha256:c8db72c4224bc1d68d63b173f60b296da4c4bd1ac0167f791ac4eb5e82d44b57

Observation 005d28bd-af27-4734-84b9-b34c657c8e6b · outbound

This paper cites Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Reference 7

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source=pdf_text observed=2026-08-15T15:34:09.486266Z digest=sha256:13c771b8fcc855f9d8a2f0dad4e5335207309442dbd4e3232b52f7a18f340c35

Observation ae8322a0-2328-48cd-897c-3addc8e1497d · outbound

This paper cites Vineppo: Accurate credit assignment in RL for LLM mathematical reasoning.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Vineppo: Accurate credit assignment in RL for LLM mathematical reasoning

Reference 8

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:34:09.492602Z digest=sha256:79d7d9b3b485786e944506d65c7a9d9d69763317dd43dbe3071b21f455629497

Observation 427857bd-99e1-4ce3-a4e8-7be470e9b8e0 · outbound

This paper cites Deduplicating training data makes language mod- els better.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Deduplicating training data makes language mod- els better

Reference 9

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source=pdf_text observed=2026-08-15T15:34:09.496900Z digest=sha256:f105f66c5da71fefbdddd317e11beadccfcfd2fa7a83d4850958d18724cc4246

Observation 4a553544-3393-4704-bdfd-c36833d1cd2a · outbound

This paper cites an unresolved cited work.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Unresolved cited work

Reference 10

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source=pdf_text observed=2026-08-15T15:34:09.501046Z digest=sha256:89396ca95d6da5e42fe8535dacaadd5db3dcbaa581c1703c6d09f0728a27c251

Observation 8b067227-a7b1-4818-9d75-5865b67bec77 · outbound

This paper cites WaKA: Data Attribution using K-Nearest Neighbors and Membership Privacy Principles.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation WaKA: Data Attribution using K-Nearest Neighbors and Membership Privacy Principles

Reference 11

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local_arxiv, observed 2026-08-15T15:34:09.759407Z

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source=pdf_text observed=2026-08-15T15:34:09.505308Z digest=sha256:55a531d8641ec2d2d21228d617eea49d336b6b6a0b63b6ebf2fad16e28f73b35

Observation b63e2d4c-75a1-4476-9bbc-ba53a74523bd · outbound

This paper cites Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744, 2022.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744, 2022

Reference 12

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source=pdf_text observed=2026-08-15T15:34:09.510341Z digest=sha256:a6a477eaac68f32f8942a600021002a162dc64d262aedaa619f103f1d590e2fc

Observation 2b10ab20-155f-4d86-9f1c-7b7a4b76ed72 · outbound

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

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Direct preference optimization: Your language model is secretly a reward model

Reference 13

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source=pdf_text observed=2026-08-15T15:34:09.515049Z digest=sha256:a925d2be3a66f7bca89af35450369f79c36de84db5a79243c2645c44fa0f6d3c

Observation 40954047-7972-49c6-8e3a-89736d4f56b2 · outbound

This paper cites an unresolved cited work.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Unresolved cited work

Reference 14

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:34:09.519480Z digest=sha256:784e49400fa590a321db618a155a6c691312d18ed1794b3edc6d1f1af6f8569a

Observation 76f1ff9b-951c-488f-a8b4-c5ea6fb2008a · outbound

This paper cites Shapley-based Data Valuation for LLM Alignment via Sequential Preference Optimization.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Shapley-based Data Valuation for LLM Alignment via Sequential Preference Optimization

Reference 15

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source=pdf_text observed=2026-08-15T15:34:09.524059Z digest=sha256:707cab4b1d7ef5a7126763edfeeab60de10426e1acd81aa6d48140faf30ecc36

Observation cd90c976-9936-45dc-b817-92195f46e2de · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Gemini: A Family of Highly Capable Multimodal Models

Reference 16

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source=pdf_text observed=2026-08-15T15:34:09.528372Z digest=sha256:5bc6773ea4af4c38611c689d3a6041c1b34d1971d9d3f65e97d7dc00b8aa5f41

Observation a820f0f2-1fa8-49a7-a210-2ea875c91422 · outbound

This paper cites Gemma 3 Technical Report.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Gemma 3 Technical Report

Reference 17

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source=pdf_text observed=2026-08-15T15:34:09.532588Z digest=sha256:21ea98a3d216059f7465612b21fcb4413fa68896622e3fd534461f58b6361716

Observation 9765eb9a-9ea3-4ee0-b77a-f3a0cfd81cfc · outbound

This paper cites Qwen3.5-Omni Technical Report.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Qwen3.5-Omni Technical Report

Reference 18

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source=pdf_text observed=2026-08-15T15:34:09.536302Z digest=sha256:773b97e0c00863417aa022a11ca8077553f48691c015f1d47d791a9811bd0d88

Observation 248949e5-9eae-4475-9025-9c8a084efb83 · outbound

This paper cites Large language models are not fair evaluators.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Large language models are not fair evaluators

Reference 19

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source=pdf_text observed=2026-08-15T15:34:09.540069Z digest=sha256:5df6e3d23fbf4054d3b078ea973a31c32daf71c36ec3e7d52d5fcea854ab3d4a

Observation 1f3d5c0f-f025-4237-a520-a01c53350f16 · outbound

This paper cites HelpSteer 2: Open-source dataset for training top-performing reward models.Advances in Neural Information Processing Systems, 37:1474–1501, 2024.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation HelpSteer 2: Open-source dataset for training top-performing reward models.Advances in Neural Information Processing Systems, 37:1474–1501, 2024

Reference 20

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source=pdf_text observed=2026-08-15T15:34:09.544424Z digest=sha256:ead9bb8ca55a397908953f6a519318e0298dde14b9a347216bac5c28ace0e407

Observation 154c0096-4a36-422e-b484-0af48c40e2aa · outbound

This paper cites Tokenshapley: Token level context attribution with shapley value.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Tokenshapley: Token level context attribution with shapley value

Reference 21

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source=pdf_text observed=2026-08-15T15:34:09.547947Z digest=sha256:60d12f2d8360293bc6bb633d7a1c90faeaa48a0beb403668043999d807556f81

Observation 9512b56a-6cca-4169-b25c-47b3b027ec44 · outbound

This paper cites Fair Document Valuation in LLM Summaries via Shapley Values.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Fair Document Valuation in LLM Summaries via Shapley Values

Reference 22

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source=pdf_text observed=2026-08-15T15:34:09.551730Z digest=sha256:4a0d0d9246249e39d2c0f5fbed406ab12d91d1c10135118784fa3f542202e09d

Observation 06b1af13-e30a-4bee-b0f8-1b2b04e2309a · outbound

This paper cites Localized Data Shapley: Accelerating Valuation for Nearest Neighbor Algorithms.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Localized Data Shapley: Accelerating Valuation for Nearest Neighbor Algorithms

Reference 23

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:34:09.556062Z digest=sha256:653d979f9681b6e4f44336100aa082561cab64106440c0eb9eb6a436a1ee07f1

Observation 394630ab-b9f8-4023-b72f-7323df0eba26 · outbound

This paper cites Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

Reference 24

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source=pdf_text observed=2026-08-15T15:34:09.560111Z digest=sha256:84c5a914bc8eaf7741ffda87ea4a8878926d84974c5ccf35242ebaf12d060eac

Observation e862f89b-61cd-4818-8680-39a94684d86e · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.Advances in neural information processing systems, 36:46595–46623, 2023.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Judging llm-as-a-judge with mt-bench and chatbot arena.Advances in neural information processing systems, 36:46595–46623, 2023

Reference 25

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source=pdf_text observed=2026-08-15T15:34:09.564250Z digest=sha256:d908f18df0a7af5753a954a43435ba398be25df454b291b5190ebad1c9b888ed

Observation bcdb3f80-f6d0-442b-8041-a1a93fa1d596 · outbound

This paper cites Lima: Less is more for alignment.Advances in Neural Information Processing Systems, 36:55006–55021, 2023.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Lima: Less is more for alignment.Advances in Neural Information Processing Systems, 36:55006–55021, 2023

Reference 26

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source=pdf_text observed=2026-08-15T15:34:09.568544Z digest=sha256:01f6e661ee4259de74791d2fe215deb2274844a36e40cab3de77265aac742f78

Observation c5d9a916-2112-4ef7-9eb9-5e3eb4da029b · outbound

This paper cites For generative LLMs, prepending recordi as a one-shot demonstration acts as a transient, inference-time parameter update.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation For generative LLMs, prepending recordi as a one-shot demonstration acts as a transient, inference-time parameter update

Reference 28

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:34:09.572882Z digest=sha256:17a1ab169775e4caa3a73b61637cf8b8c36074a3676587fcdfa01a6d15dcd626

Observation a8a41e75-d06a-468f-b7f9-9f3670bb5d98 · outbound

This paper cites an unresolved cited work.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Unresolved cited work

Reference 29

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source=pdf_text observed=2026-08-15T15:34:09.577459Z digest=sha256:35f600ec52341b7dcfdd07ca1b48f16854834b9212c817b55b69edb7c095567d

Observation 52f69f0d-aab6-4e87-9bc9-b7d398cd8e9f · outbound

This paper cites By measuring the 1-shot versus 0-shot interaction, we isolate the pure, unconditioned marginal signal of the record.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation By measuring the 1-shot versus 0-shot interaction, we isolate the pure, unconditioned marginal signal of the record

Reference 30

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:34:09.581293Z digest=sha256:8c664bc0e3a790463ebd9faefdadd62531ae799fc7801cc150ae8e4a0d49d825

Observation ff3bee25-cbb7-4803-bffd-1d5712e4d151 · outbound

This paper cites Did both models fail in the exact same way? (e.g., both missed a requested format, both provided questions without answers).

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Did both models fail in the exact same way? (e.g., both missed a requested format, both provided questions without answers)

Reference 31

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:34:09.585678Z digest=sha256:8283adbd213bed3c8f7ce9b5cf2c4fbafd1b1599afb40405bbd3a49fdcd8ba5d

Observation 700deffd-2e57-4383-9d16-86c28d85a02d · outbound

This paper cites an unresolved cited work.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Unresolved cited work

Reference 32

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:34:09.589713Z digest=sha256:6b30629b347509aec7b91541186e8ffb544387d04ba406123edfeb71e3500d81

Observation daea353f-8530-426f-9ba4-d0be9c67da55 · outbound

This paper cites an unresolved cited work.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Unresolved cited work

Reference 33

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:34:09.593494Z digest=sha256:356e605ae9d4c1c9eed6f07deaba93719ca0ea32e9cb30784b8c3137d3ff7239

Observation f3ecdb3d-4fcc-4398-8525-e7443a53712b · outbound

This paper cites reasoning.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation reasoning

Reference 34

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:34:09.597347Z digest=sha256:f38cb50e1b89b69a67d043a913fad3f8397ae140829411bb447fb17cb2f30bb7

Observation d0dcbb4f-4cec-4263-bc88-763938f11184 · outbound

This paper cites Use the [Guidelines] (e.g., Harmlessness > Helpfulness).

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Use the [Guidelines] (e.g., Harmlessness > Helpfulness)

Reference 35

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raw_fallback, observed 2026-08-15T15:34:09.904621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:34:09.601325Z digest=sha256:394d71e694d7492aef712e482497bb9e305cf322de8cfab13310452d884f8196

Observation 781a2c5f-ba85-4b94-add2-59f5fdfeecda · outbound

This paper cites If Record 1 favors behavior X over Y , but Record 2 favors Y over X in a functionally similar context, a contradiction exists IF one of those choices is objectively wrong.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation If Record 1 favors behavior X over Y , but Record 2 favors Y over X in a functionally similar context, a contradiction exists IF one of those choices is objectively wrong

Reference 36

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verified fuzzy
raw_fallback, observed 2026-08-15T15:34:09.890829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:34:09.605225Z digest=sha256:997feccfc2a1cbe6980c2e4519a4f7f3b741cfc82fae1924cde269a142d3e028

Observation c582db70-ac30-4ce6-8066-157cd3763aa9 · outbound

This paper cites Road Condition Reporting: A Literature Review.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Road Condition Reporting: A Literature Review

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T15:34:09.877804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T15:34:09.610384Z digest=sha256:c21febbac20b042bb94ba22eee5341ae0e3cd3b4f2f185a616accf50c8c4e098

Observation 536a5d8e-fc5e-4d28-8d96-a4c047f082f6 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

Beyond Shapley: An Influence-Based Data Auditing Pipeline for LLM Alignment and Evaluation Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-15T15:34:09.461234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:34:09.461234Z digest=sha256:2bae6696b14bb8ddd56eb1ad4c9cdec6f564ba76fcb81b5a0fc3d1340509537b

Pith citing papers

No inbound Pith citation observations are available.