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Paper Citation Record · LEDGER

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation

As of 8 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2509.09735.

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

pith.paper-citation-record.v1
2509.09735 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T20:19:50.505084Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:11:45.907389Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T17:11:49.288285Z

Reference resolution

40 of 40 outbound references displayed

  • verified exact7
  • verified fuzzy0
  • unresolved32
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 23a1616a-2ebb-4e9e-9f26-1e7c1bedecb6 · outbound

This paper cites Claude 2 model card.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Claude 2 model card

Reference 1

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Observation d26f0e84-11d3-4ff0-8763-141dddc39e2c · outbound

This paper cites The claude 3 model family: Opus, sonnet, haiku.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation The claude 3 model family: Opus, sonnet, haiku

Reference 2

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source=pdf_text observed=2026-08-04T20:19:50.326210Z digest=sha256:847ab9ed3ec7c792a0642a87b640a72863f562d196ece7bdb7a6062d3618e34f

Observation b1f72269-9614-45b0-9475-5e4bdbe64b8a · outbound

This paper cites The Silicon Ceiling: Auditing GPT's Race and Gender Biases in Hiring.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation The Silicon Ceiling: Auditing GPT's Race and Gender Biases in Hiring

Reference 3

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source=pdf_text observed=2026-08-04T20:19:50.331173Z digest=sha256:05f22db3c3fbdba97026a46c84e07d9b02ed9cd6da4bed924ad7251da07e68da

Observation 5fe18207-8a0b-44df-a717-26aade5f1204 · outbound

This paper cites Looking for a Handsome Carpenter! Debiasing GPT-3 Job Advertisements.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Looking for a Handsome Carpenter! Debiasing GPT-3 Job Advertisements

Reference 4

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source=pdf_text observed=2026-08-04T20:19:50.336150Z digest=sha256:951472440d49216b9d19f7b92e554827cdd9fae4da96fb0747e8e5841072419e

Observation d323c696-60ab-48e3-a378-8f9c465d127b · outbound

This paper cites Brown and R.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Brown and R

Reference 5

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source=pdf_text observed=2026-08-04T20:19:50.341965Z digest=sha256:e89e1be1f135c7bd4e0f0f46b9ff5f20ed62a2582762a518bcc530ad42018feb

Observation 66e38b67-3238-41dc-9e7d-a99580f8d7f0 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 6

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source=pdf_text observed=2026-08-04T20:19:50.346348Z digest=sha256:0733a963031f03088d4b74f64a0ce5475baf9541b1a9bba3d498115926d508db

Observation f08ba534-147c-4d42-bbd3-137f5d1a1a76 · outbound

This paper cites Determinants of LLM-assisted Decision-Making.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Determinants of LLM-assisted Decision-Making

Reference 7

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Observation e5a2aedd-759d-4a7f-a6ae-683624eec5cf · outbound

This paper cites Ferrari and F.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Ferrari and F

Reference 8

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source=pdf_text observed=2026-08-04T20:19:50.357342Z digest=sha256:b652f138eac2b5d4a3f3043e1764502e2da3dc80b7dfc2c48c1e7afc4b15d2de

Observation 627ed9f4-828c-46d3-9539-1908abb6e81f · outbound

This paper cites This is not a Dataset: A Large Negation Benchmark to Challenge Large Language Models.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation This is not a Dataset: A Large Negation Benchmark to Challenge Large Language Models

Reference 9

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Observation 5bc2e84a-36fd-4d4b-bb3c-0194a03ae5a3 · outbound

This paper cites an unresolved cited work.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Unresolved cited work

Reference 10

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source=pdf_text observed=2026-08-04T20:19:50.366061Z digest=sha256:c192cd0cd81a291c6ea19e2bd6a15e3ce9f35030af45a21e5ca2e22d29a5addc

Observation 8d2c3ba9-eabb-404d-a15e-330758c9e1ea · outbound

This paper cites Hahn and I.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Hahn and I

Reference 11

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source=pdf_text observed=2026-08-04T20:19:50.370788Z digest=sha256:58b012eb07bb357096b6d3490ac01fd2ba5483e64cf4836223aa7aac5dd0723d

Observation aa7dfb15-7af4-446e-9b6c-49ebe3e37d71 · outbound

This paper cites Huang, H.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Huang, H

Reference 12

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source=pdf_text observed=2026-08-04T20:19:50.375140Z digest=sha256:bbb2963753bcbce5fdfa0ca2920b53924f1d8ed19b1719022acbd37f7fbd6d77

Observation 00a8a27a-8e91-4a2c-b6d1-d527c64752d1 · outbound

This paper cites Hutto and E.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Hutto and E

Reference 13

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source=pdf_text observed=2026-08-04T20:19:50.383608Z digest=sha256:035d592b877beb70da22d57d14839315506b455bf05baf0c329c945a7d996d8e

Observation 212e4ecd-cd89-485b-b266-723318f24ff6 · outbound

This paper cites Gene Set Summarization using Large Language Models.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Gene Set Summarization using Large Language Models

Reference 14

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Observation c5f61e0c-5a20-4a77-b1d7-b733a8d829fd · outbound

This paper cites Joshi, S.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Joshi, S

Reference 15

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source=pdf_text observed=2026-08-04T20:19:50.392987Z digest=sha256:e2bc67b98a91367cdcaa7f24b14178cd68ccaabe11e9062d3afde1714d2e99e7

Observation c2c1c00f-c966-46a3-a705-93f9bb15d005 · outbound

This paper cites Lauscher and G.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Lauscher and G

Reference 16

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Observation ddbd067f-6ab5-4d1a-8fa0-2b96a88ab9cf · outbound

This paper cites an unresolved cited work.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Unresolved cited work

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source=pdf_text observed=2026-08-04T20:19:50.403336Z digest=sha256:f1b4e29620c0288a28110a5e26d580c5e7839c1091c2efb661c504b75278c0df

Observation 92ab31a8-fe97-4a6e-82da-ef98149167ee · outbound

This paper cites BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension

Reference 18

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Observation 09bd4a1c-70b0-48f9-9952-db6bf78806ea · outbound

This paper cites an unresolved cited work.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Unresolved cited work

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source=pdf_text observed=2026-08-04T20:19:50.412250Z digest=sha256:1e3874ce0ac7aaef72e12866f9f170026e286285dd7a3607e863519447337013

Observation b224b406-8520-41d6-beb4-6368ca1d8ea8 · outbound

This paper cites an unresolved cited work.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Unresolved cited work

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Observation d082e985-f3d7-439d-9a91-15f76d0c3c6a · outbound

This paper cites an unresolved cited work.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Unresolved cited work

Reference 21

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Observation 9565f770-9abc-47fb-98e4-ac35a320adef · outbound

This paper cites Lost in the Middle: How Language Models Use Long Contexts.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Lost in the Middle: How Language Models Use Long Contexts

Reference 22

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Observation 043e2e4b-ed0c-4806-84f3-4baf31d74007 · outbound

This paper cites Naveed, A.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Naveed, A

Reference 23

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Observation d1d55257-898e-40be-876e-39cd09da25da · outbound

This paper cites Navigli, S.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Navigli, S

Reference 24

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Observation 50904720-662a-4977-b3e8-58f198cdafab · outbound

This paper cites How chatgpt and our language models are developed.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation How chatgpt and our language models are developed

Reference 25

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Observation fe396086-336a-43dd-97d6-372711f885b9 · outbound

This paper cites GPT-4 Technical Report.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation GPT-4 Technical Report

Reference 26

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Observation dac11b11-602e-4a2c-a10a-19f7b7e71e2a · outbound

This paper cites an unresolved cited work.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Unresolved cited work

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source=pdf_text observed=2026-08-04T20:19:50.448850Z digest=sha256:401454ae5f4b0208d45ab1aa210541d868325267c61a504f0d23e29ea7bfaecc

Observation 6fc6a4a3-f893-46ce-8427-9e835b240817 · outbound

This paper cites Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer

Reference 28

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Observation 21b8e912-9e83-4ccb-afd7-0e6c0a2a62bc · outbound

This paper cites Mitigating Bias in Conversations: A Hate Speech Classifier and Debiaser with Prompts.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Mitigating Bias in Conversations: A Hate Speech Classifier and Debiaser with Prompts

Reference 29

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Observation 03fa8139-acda-4428-9d6d-0aaefdc3b140 · outbound

This paper cites The power of Prompts: Evaluating and Mitigating Gender Bias in MT with LLMs.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation The power of Prompts: Evaluating and Mitigating Gender Bias in MT with LLMs

Reference 30

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Observation b551cc06-294f-4c30-a9f9-467c782b935b · outbound

This paper cites Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting

Reference 31

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Observation 96ee4b3b-f495-4a39-935b-7bc9b8f3744b · outbound

This paper cites Steen and K.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Steen and K

Reference 32

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source=pdf_text observed=2026-08-04T20:19:50.477779Z digest=sha256:86515c2f69057695ebc199fbdce365712ccfab489431f4ca0722acaaee41ba8c

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

This paper cites Evaluating and Mitigating Discrimination in Language Model Decisions.

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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Observation 0b8d6692-0cc1-4fc8-8f5e-b3e87a86a7d5 · outbound

This paper cites The Extractive-Abstractive Axis: Measuring Content "Borrowing" in Generative Language Models.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation The Extractive-Abstractive Axis: Measuring Content "Borrowing" in Generative Language Models

Reference 34

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Observation 218be3e2-ad5b-430b-bbef-eae9735b02c1 · outbound

This paper cites Decoding Multilingual Moral Preferences: Unveiling LLM's Biases Through the Moral Machine Experiment.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Decoding Multilingual Moral Preferences: Unveiling LLM's Biases Through the Moral Machine Experiment

Reference 35

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source=pdf_text observed=2026-08-04T20:19:50.496190Z digest=sha256:d1ae4965821676cf4367c47cf34278cd8b7fab0e14b8b7ad9b28bd58ac6fb831

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

This paper cites Evaluating and Mitigating Discrimination in Language Model Decisions.

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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source=pdf_text observed=2026-08-04T20:19:50.486783Z digest=sha256:352803d27c49287154b21957e6221e395d52c37218d123b29646f630037df958

Observation 8f868fba-659e-494c-b3cc-a3a94d18b1b9 · outbound

This paper cites Leveraging Large Language Model to Generate a Novel Metaheuristic Algorithm with CRISPE Framework.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Leveraging Large Language Model to Generate a Novel Metaheuristic Algorithm with CRISPE Framework

Reference 37

Resolution
verified exact
local_arxiv, observed 2026-08-04T20:24:07.802456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-04T20:19:50.505084Z digest=sha256:8e4528c080a45f39e0e2239312476e6ad12e358c99e59cd874b57c862fa1932c

Observation aa1b3ea3-2159-4517-bc3d-0aad3812c050 · outbound

This paper cites an unresolved cited work.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-04T20:19:50.500775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:19:50.500775Z digest=sha256:d362a36a4f302201f542137205433e495775c54dc047573586ded61be2712764

Observation 1048b3db-c417-4803-8f34-526566bf1e09 · outbound

This paper cites Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-04T20:19:50.473280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:19:50.473280Z digest=sha256:1af7d53e382b21cea5599524f4f109a5e3d96fe9287fb87a063225e0bf8ef98d

Observation f0a4f77d-61b7-487f-90d6-ccb08557edf3 · outbound

This paper cites an unresolved cited work.

Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation Unresolved cited work

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-04T20:19:50.379487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:19:50.379487Z digest=sha256:e17ba0621f5ed87c6c99be949a53026897752121a34142a42295bb5029df5646

Pith citing papers

Observation a6281ca4-3440-4875-9596-d27f53581b48 · inbound

Cross-Lingual Bias in Large Language Models: A Comparative Analysis of English and Swahili cites this paper.

Cross-Lingual Bias in Large Language Models: A Comparative Analysis of English and Swahili Discrimination by LLMs: Cross-lingual Bias Assessment and Mitigation in Decision-Making and Summarisation

Reference 10

Resolution
metadata mismatch
local_arxiv, observed 2026-08-05T17:11:49.293907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T17:11:45.907389Z digest=sha256:25a9646bd2411d9407de5a02d4345fc4427134824d671942531bc62fbb24f90f