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Paper Citation Record · LEDGER

Evaluating and Mitigating Discrimination in Language Model Decisions

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 28 inbound Pith citation observations for arXiv:2312.03689.

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

pith.paper-citation-record.v1
2312.03689 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 28 of 28 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:21:35.552192Z

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

0 of 0 outbound references displayed

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  • verified fuzzy0
  • unresolved0
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  • malformed identifier0
  • metadata mismatch0

External citation measurements

10
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation b59438ea-7656-4df5-993d-119d6258803d · inbound

Laissez-Faire Harms: Algorithmic Biases in Generative Language Models cites this paper.

Laissez-Faire Harms: Algorithmic Biases in Generative Language Models Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-24T02:03:44.404577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-24T01:59:53.326834Z digest=sha256:d388acccc41084705feafae5f879ace8a9140a3c8fdcd2029ea279ed38a900df

Observation a844176d-3981-4dc9-aebe-bc1d8101f998 · inbound

Show, Don't Tell: Uncovering Implicit Character Portrayal using LLMs cites this paper.

Show, Don't Tell: Uncovering Implicit Character Portrayal using LLMs Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 26

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no resolver link, observed 2026-08-11T21:28:19.147873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T21:28:19.147873Z digest=sha256:1a6949754c542c926c93407b7aecce29a3d385cf8fe040d00227e237e5831b2c

Observation 119d2a98-92e7-4fe8-bd8f-511644f1441f · inbound

Improving LLM Group Fairness on Tabular Data via In-Context Learning cites this paper.

Improving LLM Group Fairness on Tabular Data via In-Context Learning Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 58

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no resolver link, observed 2026-08-11T21:22:43.773370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T21:22:43.773370Z digest=sha256:8fa9cba223f3536eaf0a287a02ca8c9d33c9003aaec1b3bbf9c0dcb65e1d899a

Observation 65d93c4e-d32c-4c21-bd00-211851f46131 · inbound

OpenAI o1 System Card cites this paper.

OpenAI o1 System Card Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 19

Resolution
metadata mismatch
arxiv_id, observed 2026-05-23T06:42:39.674874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-23T06:39:44.542350Z digest=sha256:813480b015898e17c9966e4204cd4bc8430551bc7558211202819c041d8f9f13

Observation db04fc76-d7f0-48d6-bde3-6083590bb8b9 · inbound

Small Changes, Large Consequences: Analyzing the Allocational Fairness of LLMs in Hiring Contexts cites this paper.

Small Changes, Large Consequences: Analyzing the Allocational Fairness of LLMs in Hiring Contexts Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 48

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no resolver link, observed 2026-08-10T21:40:01.708882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T21:40:01.708882Z digest=sha256:43cd826cc646a2b1418ea5398c68053c9cd7b5008ba94fc2259ebd513c76d52a

Observation aab78833-519c-4606-8f87-c64c2f219b4b · inbound

Utility-inspired Reward Transformations Improve Reinforcement Learning Training of Language Models cites this paper.

Utility-inspired Reward Transformations Improve Reinforcement Learning Training of Language Models Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 25

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no resolver link, observed 2026-08-10T21:31:45.698903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T21:31:45.698903Z digest=sha256:c1c0dd23c297a2db9963c19df542a6e4a10601e078dac6cf782e1ae3fb261b48

Observation 2ba12e12-63c1-4a06-ac77-e9e2c2d650ac · inbound

Beyond Reward Hacking: Causal Rewards for Large Language Model Alignment cites this paper.

Beyond Reward Hacking: Causal Rewards for Large Language Model Alignment Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 59

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no resolver link, observed 2026-08-10T19:55:50.762598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:55:50.762598Z digest=sha256:301f9494ce248006339b65b178e9179d4668c880b8f00050879acd3dba6f70b3

Observation 22c3ab57-50d9-4c62-a258-892ef21ecab6 · inbound

Examining Alignment of Large Language Models through Representative Heuristics: The Case of Political Stereotypes cites this paper.

Examining Alignment of Large Language Models through Representative Heuristics: The Case of Political Stereotypes Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 49

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no resolver link, observed 2026-08-10T15:18:19.184330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T15:18:19.184330Z digest=sha256:0de0ecf1b4d44222fbed93e4b1d999608058a19419a8e241e7cd890c3078fb51

Observation e032ef9c-6204-4a33-8029-9980dda82ab4 · inbound

Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs cites this paper.

Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 91

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no resolver link, observed 2026-08-09T14:03:44.606552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-09T14:03:44.606552Z digest=sha256:26f85ade22bbdbadfe05092687902ebc2f2c4d04c05d78489b22698ee6319a60

Observation dbbccdb7-60f1-4c76-ad3b-8b9b9e8762f8 · inbound

Utility Engineering: Analyzing and Controlling Emergent Value Systems in AIs cites this paper.

Utility Engineering: Analyzing and Controlling Emergent Value Systems in AIs Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 59

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no resolver link, observed 2026-08-08T00:04:57.456687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T00:04:57.456687Z digest=sha256:6d2440f5012a075f504343aeff6dac97dc22512dac03c3574a72880aa65c467a

Observation ac3c398b-e98e-4ef5-bde8-db90c9d28d8e · inbound

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers cites this paper.

Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 136

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no resolver link, observed 2026-08-16T10:21:35.552192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:21:35.552192Z digest=sha256:cafce9dd64984bbe2c6cd0dfe61ae151a0f0328d17f6401d4a7376c0928ae083

Observation c338c469-984a-4290-81c6-3e23026eb973 · inbound

GenderBench: Evaluation Suite for Gender Biases in LLMs cites this paper.

GenderBench: Evaluation Suite for Gender Biases in LLMs Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 32

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no resolver link, observed 2026-08-15T20:46:34.200880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T20:46:34.200880Z digest=sha256:9129a077755ccfb7fbbb64fea770590e787acbf8809f58839e6558d8deb8b50f

Observation 9164c4d6-5b3e-4543-8ff5-8bdc0ea04355 · inbound

Wisdom from Diversity: Bias Mitigation Through Hybrid Human-LLM Crowds cites this paper.

Wisdom from Diversity: Bias Mitigation Through Hybrid Human-LLM Crowds Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 2005

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unresolved
no resolver link, observed 2026-08-15T20:39:13.665110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:39:13.665110Z digest=sha256:882f835701b8ed0f963331285cd00d3657142a2832e73ae24b48584b5df7c175

Observation 2af870c2-7498-413e-8a4c-86494aefbb6f · inbound

Position is Power: System Prompts as a Mechanism of Bias in Large Language Models (LLMs) cites this paper.

Position is Power: System Prompts as a Mechanism of Bias in Large Language Models (LLMs) Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 89

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no resolver link, observed 2026-08-07T13:43:14.257875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:43:14.257875Z digest=sha256:3401289b6fe82898d03a632f338eef042eaf7c0c1c9ff90e14253b249903643a

Observation 68ee41b9-5b47-418d-b855-3d6afbe5dc61 · inbound

Aligned but Blind: Alignment Increases Implicit Bias by Reducing Awareness of Race cites this paper.

Aligned but Blind: Alignment Increases Implicit Bias by Reducing Awareness of Race Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 61

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no resolver link, observed 2026-08-07T12:13:18.979922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:13:18.979922Z digest=sha256:9902282c5a7abf1a2350f94e5450e9ef48d5b9e8c7f7c60f2ecd3642eac71d65

Observation c948ebf1-e9e3-4010-8b3d-54d8935f636b · inbound

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation cites this paper.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 33

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no resolver link, observed 2026-08-04T20:19:50.482010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:19:50.482010Z digest=sha256:8f5e4f185225fb42e007e90233ed44f9b1db8ac11b83205ed9bf452e3a682bae

Observation 65eb247d-08b8-4d30-8cee-dc279dbd3950 · inbound

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation cites this paper.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 36

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unresolved
no resolver link, observed 2026-08-04T20:19:50.486783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:19:50.486783Z digest=sha256:d2f5bee54ad9b9c4475ebcdc31c64fce8ffa3928ee86d25fc2d5e332e26201b5

Observation 575ca79f-1602-49d5-8d7b-b25fbd2ccd58 · inbound

White-Box Sensitivity Auditing with Steering Vectors cites this paper.

White-Box Sensitivity Auditing with Steering Vectors Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 2024

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no resolver link, observed 2026-08-03T08:42:13.215306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T08:42:13.215306Z digest=sha256:0478139cacc4ccb439912024d6d8feb0027d9457ca52709afc1285d25ba6c6f5

Observation 393d7ef4-9ab4-4ef3-9847-8952a33b65ec · inbound

DeFrame: Debiasing Large Language Models Against Framing Effects cites this paper.

DeFrame: Debiasing Large Language Models Against Framing Effects Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 58

Resolution
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no resolver link, observed 2026-08-03T04:43:48.852569Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:43:48.852569Z digest=sha256:6ac0c86e94606642b05a60f30b211cb6446b7880d7e8003be28fb15cc948053b

Observation 18d36d39-e958-4001-9e70-77ce3a24ab53 · inbound

Ads in AI Chatbots? An Analysis of How Large Language Models Navigate Conflicts of Interest cites this paper.

Ads in AI Chatbots? An Analysis of How Large Language Models Navigate Conflicts of Interest Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 97

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metadata mismatch
arxiv_id, observed 2026-05-11T07:26:02.258997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-10T17:11:13.189660Z digest=sha256:9e85766c3ec4f25942e27d442864197b3823a75265643e5bb766ea3f59b7f537

Observation 42f572e9-b2d2-44d7-9999-4db6e08293ec · inbound

In-Situ Behavioral Evaluation for LLM Fairness, Not Standardized-Test Scores cites this paper.

In-Situ Behavioral Evaluation for LLM Fairness, Not Standardized-Test Scores Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 9

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metadata mismatch
arxiv_id, observed 2026-05-14T21:32:59.306141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-14T21:31:14.913156Z digest=sha256:dc65ac5cca665465027ca19abe47e6cbb50ff8a48a0d1539ae6b3927d7802620

Observation 6c7f27b5-6a99-4859-88ea-54a10a78ec5d · inbound

What Do People Actually Want From AI? Mapping Preference Plurality cites this paper.

What Do People Actually Want From AI? Mapping Preference Plurality Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 82

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verified exact
arxiv_id, observed 2026-06-28T01:41:29.754929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-28T01:32:04.660400Z digest=sha256:9662c5399ce310a56f02c8c7f52b422aaa052d0e52ec67f265e3a938334b39c2

Observation c95ecd9e-4d87-472a-a730-b8244755cdfe · inbound

AgentFairBench: Do LLM Agents Discriminate When They Act? cites this paper.

AgentFairBench: Do LLM Agents Discriminate When They Act? Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 14

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verified exact
arxiv_id, observed 2026-07-03T17:38:44.504124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-27T03:53:38.554457Z digest=sha256:721095715f0077b3f9b1a605bc89f6daa5e61b698519081a6b0d34332de4e655

Observation 6e7d29ab-0c06-49ab-b170-635a8bb94b01 · inbound

To Compare, or Not to Compare: On Methodological Practices in Evaluating Social Bias cites this paper.

To Compare, or Not to Compare: On Methodological Practices in Evaluating Social Bias Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 4

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malformed identifier
arxiv_id, observed 2026-07-04T17:09:58.746322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-25T23:55:07.591497Z digest=sha256:946135e646273ed1741f40af5f22c8cfec4f63eda301d69d1a0ad9a46b45ac2a

Observation 00dce7d3-6aee-4b2b-847d-97634f9ce0a2 · inbound

Defeat Devices in AI Systems cites this paper.

Defeat Devices in AI Systems Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 52

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verified exact
arxiv_id, observed 2026-06-30T08:44:27.881810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-06-30T08:34:58.879346Z digest=sha256:af5d71d2c2822659f997b3a60894aa709de0adc6e9e7e78769c2233716777c82

Observation 19769dd2-49bd-4c67-b548-bfcc8bcc5615 · inbound

Reference Feature Atlases for Mechanistic Auditing of Language Models cites this paper.

Reference Feature Atlases for Mechanistic Auditing of Language Models Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 27

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no resolver link, observed 2026-08-02T12:35:17.513977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T12:35:17.513977Z digest=sha256:45c6c6fc4e4dd9fb85c098e5b40deeb8803c7ad25163b4134980f0a1a83a6449

Observation 01317c2e-7b23-416e-b533-47d90f04787a · inbound

Not as Sweet by Another Name: An Empirical Study of Format Robustness in LLM Document Workflows cites this paper.

Not as Sweet by Another Name: An Empirical Study of Format Robustness in LLM Document Workflows Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 58

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no resolver link, observed 2026-08-01T04:07:38.967099Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T04:07:38.967099Z digest=sha256:e71fd109361482a5a68d44aaeed728e2339d871b50360c63377fe57666918cc1

Observation a3b99423-c869-4af8-9364-10978705cfab · inbound

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation cites this paper.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 31

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no resolver link, observed 2026-08-03T17:02:01.308620Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T17:02:01.308620Z digest=sha256:e92d143aeec3b876af049ee5439698c732853bd5944a5c0e7e093f80eaf0efb3