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Paper Citation Record · LEDGER

The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 31 inbound Pith citation observations for arXiv:2301.01768.

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

pith.paper-citation-record.v1
2301.01768 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 31 of 31 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 31 of 31 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T05:20:20.477768Z

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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External citation measurements

36
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 d43d2054-0047-4a95-82cd-daefb91f32df · inbound

A Roadmap to Pluralistic Alignment cites this paper.

A Roadmap to Pluralistic Alignment The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 267

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metadata mismatch
arxiv_id, observed 2026-05-16T14:37:53.639325Z

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=2026-05-16T14:37:53.279275Z digest=sha256:650dfc8305eef9fbe44da5c31859651bfa091486bdec99fdaca401ae1a6ba088

Observation b571eb89-14b2-49be-b442-29507e440297 · inbound

IssueBench: Millions of Realistic Prompts for Measuring Issue Bias in LLM Writing Assistance cites this paper.

IssueBench: Millions of Realistic Prompts for Measuring Issue Bias in LLM Writing Assistance The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 21

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no resolver link, observed 2026-08-08T05:20:20.477768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T05:20:20.477768Z digest=sha256:1fea7feae6141c496e4f94e5f67c424e7c01e0bd525ec7caa42f15cabf88d730

Observation a2e19b70-34ec-4124-bb7e-aee156240eb9 · inbound

Language Agents as Digital Representatives in Collective Decision-Making cites this paper.

Language Agents as Digital Representatives in Collective Decision-Making The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 55

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no resolver link, observed 2026-08-07T21:50:03.092740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T21:50:03.092740Z digest=sha256:19a8b66cdb0616f560d1bc8d0a36adce021e7bb9bc39b498836d50e3c6406f8d

Observation 595bf063-9ce2-470b-acc3-85148db61c90 · inbound

Analyzing Political Bias in LLMs via Target-Oriented Sentiment Classification cites this paper.

Analyzing Political Bias in LLMs via Target-Oriented Sentiment Classification The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 18

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no resolver link, observed 2026-08-07T14:10:30.875061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:10:30.875061Z digest=sha256:19c2334790b8b7fd88712f2fa35c25aafd35fd1865c4b6e15bc5f9a1d8d88ab3

Observation ce6dbd5d-2b57-4eae-a6a8-2b06d8f24e83 · inbound

Political Ideology Shifts in Large Language Models cites this paper.

Political Ideology Shifts in Large Language Models The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 23

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unresolved
no resolver link, observed 2026-08-05T17:42:18.237983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T17:42:18.237983Z digest=sha256:594de2ee507974e828ff0f4f2afef286665ccf77dfefcdd77f46cdaffeb4bf6f

Observation af0c01d6-8cb3-4f20-a174-f1f4e360840b · inbound

Conversational AI increases political knowledge as effectively as self-directed internet search cites this paper.

Conversational AI increases political knowledge as effectively as self-directed internet search The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 4

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verified exact
arxiv_id, observed 2026-05-18T18:36:44.099222Z

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=2026-05-18T18:35:40.753297Z digest=sha256:34787f8460bb8eaf92b011de5f1fd9ac49ddae9478cb99d4bb658dea4d58c7ff

Observation 860313ea-4d3b-4583-9576-09937fdb3eb6 · inbound

Conversational AI increases political knowledge as effectively as self-directed internet search cites this paper.

Conversational AI increases political knowledge as effectively as self-directed internet search The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 2023

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no resolver link, observed 2026-08-05T05:34:07.338489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:34:07.338489Z digest=sha256:be47b6a3116ed23013cb8fac0b4151f213b530449a06246ed17c29132a85ec47

Observation 905b8220-6688-44c1-8a92-ef838ddfdae4 · inbound

POW: Political Overton Windows of Large Language Models cites this paper.

POW: Political Overton Windows of Large Language Models The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-04T22:56:31.344516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T22:56:31.344516Z digest=sha256:8ffc4db7a468ae46df117b4b525e9d802ebd88552a8c2a34e9a07cda4a7ab869

Observation 77b92ae8-a2c0-456e-a118-d9433242b4d1 · inbound

Bilingual Bias in Large Language Models: A Taiwan Sovereignty Benchmark Study cites this paper.

Bilingual Bias in Large Language Models: A Taiwan Sovereignty Benchmark Study The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-03T03:59:20.062415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T03:59:20.062415Z digest=sha256:17c0bb37fbb847e48d3d8ca1b42c13e3058fd1f442b79c7532abbbd59ab05455

Observation 6ad82039-6683-4396-b579-d55b639c052c · inbound

Ideological Bias in LLMs' Economic Causal Reasoning cites this paper.

Ideological Bias in LLMs' Economic Causal Reasoning The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 1

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malformed identifier
arxiv_id, observed 2026-05-09T22:34:06.795578Z

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=2026-05-09T22:32:48.355339Z digest=sha256:87cb52d474a560438134e71af397fafce0a53c6f8bfae9c37154e3b0eb70ddc8

Observation 18a6afb9-143d-4297-9717-d60badcf7911 · inbound

Measuring Opinion Bias and Sycophancy via LLM-based Persuasion cites this paper.

Measuring Opinion Bias and Sycophancy via LLM-based Persuasion The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 5

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arxiv_id, observed 2026-05-11T14:26:04.305867Z

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=2026-05-09T21:48:37.940162Z digest=sha256:3bf83212089e63f549a4cf157ec07b47d9cdd32e31969a944f924825633038dc

Observation 6f5d9ead-fb7b-43c6-b826-48c1b436b924 · inbound

Political Bias Audits of LLMs Capture Sycophancy to the Inferred Auditor cites this paper.

Political Bias Audits of LLMs Capture Sycophancy to the Inferred Auditor The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-12T10:21:28.366933Z

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=2026-05-07T06:35:59.474625Z digest=sha256:113b5af810203d374b55692e757fcb893de8d677b3a9166786ce5dd7e0b78dce

Observation 2ae57312-4221-402b-b950-39f80fadf738 · inbound

Efficient Preference Poisoning Attack on Offline RLHF cites this paper.

Efficient Preference Poisoning Attack on Offline RLHF The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 47

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metadata mismatch
arxiv_id, observed 2026-05-09T05:50:27.075166Z

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=2026-05-08T19:29:25.000361Z digest=sha256:d2f8ecd415330fcbb514d3365ee435c245040d4f342cc6eb637b32d69f34e2ed

Observation a8e1ebe8-06a4-4edd-b755-275e7e8f2241 · inbound

Political Plasticity: An Analysis of Ideological Adaptability in Large Language Models cites this paper.

Political Plasticity: An Analysis of Ideological Adaptability in Large Language Models The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-05-12T07:46:40.079269Z

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=2026-05-12T01:56:27.959412Z digest=sha256:162e469154339b51cd2308dff0921b384dbdd1b7d0abb5f38adf8296d49c96c6

Observation 4267b968-ca0d-4220-89ab-86a09f6003be · inbound

Persona-Model Collapse in Emergent Misalignment cites this paper.

Persona-Model Collapse in Emergent Misalignment The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 26

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verified exact
arxiv_id, observed 2026-05-14T20:47:58.780348Z

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=2026-05-14T20:44:09.214779Z digest=sha256:34fed1a8db6d0ec15c94415bbe6b05f27ad9f473866b30d36cf7f0879b23dfe0

Observation 43589ffe-da7c-4300-a320-7aafbbe341d8 · inbound

Persona-Model Collapse in Emergent Misalignment cites this paper.

Persona-Model Collapse in Emergent Misalignment The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-07-01T14:15:47.629711Z

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=2026-06-30T22:05:29.444682Z digest=sha256:d7778e589eb1ab093a9beba3b478c17a0ca953817db3784d7fc1063319f9ba46

Observation 92ec1a3d-f840-46a2-bda8-feae91015dd8 · inbound

Reducing Political Manipulation with Consistency Training cites this paper.

Reducing Political Manipulation with Consistency Training The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-22T05:34:40.238815Z

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=2026-05-22T05:32:19.312335Z digest=sha256:b162ee18828c15b5f413f91502c1aaafb071f80b9d3b662ec8e9955a651fc359

Observation 91d4072d-f9af-4942-a05e-940c464c5929 · inbound

Reducing Political Manipulation with Consistency Training cites this paper.

Reducing Political Manipulation with Consistency Training The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 14

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verified exact
arxiv_id, observed 2026-06-30T16:54:58.707712Z

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=2026-06-30T16:49:16.542582Z digest=sha256:d4c21175bcf9c423cc1e2ab31657300fb4174e503566fa9fd425f88ca04fe862

Observation 3a095a18-7704-4d23-b0ca-19cffa46a987 · inbound

Progressive in Principle, Centrist in Practice: LLM Political Bias Is Instrument-Dependent cites this paper.

Progressive in Principle, Centrist in Practice: LLM Political Bias Is Instrument-Dependent The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-07-01T00:35:10.085539Z

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=2026-07-01T00:34:25.801249Z digest=sha256:afda83ffe68f029014d59e8c23d84cdab7f767f6042fb43f30783897841d7020

Observation a88241be-3d44-4bf5-a311-898da37df8f5 · inbound

Progressive in Principle, Centrist in Practice: LLM Political Bias Is Instrument-Dependent cites this paper.

Progressive in Principle, Centrist in Practice: LLM Political Bias Is Instrument-Dependent The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 14

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no resolver link, observed 2026-08-02T15:04:17.680094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T15:04:17.680094Z digest=sha256:5aeaccf887f5cf3c1274e246b6fdd0da4964c41aec124bbcad3234ea9b6a1e5b

Observation f277d2bd-e8d4-4cfd-b0b8-84156a299733 · inbound

Progressive in Principle, Centrist in Practice: LLM Political Bias Is Instrument-Dependent cites this paper.

Progressive in Principle, Centrist in Practice: LLM Political Bias Is Instrument-Dependent The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-04T05:23:02.339159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:23:02.339159Z digest=sha256:3d859582fe653a02aa43e010673c30d6027e304aa2b4f68d03c81e8d447f6da5

Observation 455432c5-251c-4bfb-bea4-ea8db5be584f · inbound

The Neutral Mask: How RLHF Provides Shallow Alignment while Leaving Partisan Structure Intact in a Large Language Model cites this paper.

The Neutral Mask: How RLHF Provides Shallow Alignment while Leaving Partisan Structure Intact in a Large Language Model The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 11

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verified exact
arxiv_id, observed 2026-07-03T01:37:31.309909Z

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=2026-06-27T16:23:27.204514Z digest=sha256:244fdc9977bdd4cb05392f730ced97fcb02381a9d54a7251943be6d8d9c24b7c

Observation 41bd3091-833f-4520-9c8a-24249e94eaff · inbound

Polar: A Benchmark for Evaluating Political Bias in LLMs cites this paper.

Polar: A Benchmark for Evaluating Political Bias in LLMs The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 39

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metadata mismatch
arxiv_id, observed 2026-07-03T15:08:32.674038Z

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=2026-06-27T06:44:32.553898Z digest=sha256:5af7369a60843cf6fd954f34a0f4c35f9eeeef5efeb78e28bcb35ec0e5b5ac81

Observation 9375681f-9c77-4f83-8c66-d48ae88468f5 · inbound

M\"OVE: A Holistic LLM Benchmark for the German Public Sector cites this paper.

M\"OVE: A Holistic LLM Benchmark for the German Public Sector The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 130

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arxiv_id, observed 2026-07-03T14:18:22.858244Z

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=2026-06-27T07:07:00.731337Z digest=sha256:c1d58a32b04f7e14e44b2184c6fa87ea1b7aa7fe89332cee25263e1f33e2bb1b

Observation 36542db9-94d8-4d34-9924-e853d6b6cfee · inbound

Unmasking LAION-5B: Age, Gender, Race, and Emotion Biases in Large-Scale Image Datasets cites this paper.

Unmasking LAION-5B: Age, Gender, Race, and Emotion Biases in Large-Scale Image Datasets The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 182

Resolution
verified exact
arxiv_id, observed 2026-06-26T09:19:17.099514Z

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=2026-06-26T09:12:19.873337Z digest=sha256:189906ddb82489f5b1a28b8234e268c31ad36108f606e4deb49da654cd224677

Observation 355d531e-c7c3-4fc6-a83d-cca0c7f37ee0 · inbound

LLM-Ideoplasticity: Measuring Ideological Plasticity in the Political Behavior of LLMs as a Context-Conditioned Distribution cites this paper.

LLM-Ideoplasticity: Measuring Ideological Plasticity in the Political Behavior of LLMs as a Context-Conditioned Distribution The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 8

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T10:54:36.384737Z

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=2026-06-30T10:51:21.555441Z digest=sha256:acfe68f51c401cf4ebb4531cafb368c4488681ec35692659efa8d48d288bfd3d

Observation 711fd062-7932-4228-bb16-8c3c1973fc1a · inbound

LLM-Ideoplasticity: Measuring Ideological Plasticity in the Political Behavior of LLMs as a Context-Conditioned Distribution cites this paper.

LLM-Ideoplasticity: Measuring Ideological Plasticity in the Political Behavior of LLMs as a Context-Conditioned Distribution The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-02T13:05:22.069284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T13:05:22.069284Z digest=sha256:f9dd33e2364f1448b08e10072fa261aaa1bc146c111d21b394c8c0ef16bfacdf

Observation bdeba022-45a1-4609-849e-d93c15338c29 · inbound

A Penny for Your Prompts: Experiments Detecting and Mitigating LLM Usage by Survey Respondents cites this paper.

A Penny for Your Prompts: Experiments Detecting and Mitigating LLM Usage by Survey Respondents The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-07-02T07:06:43.599218Z

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=2026-07-02T06:58:41.513964Z digest=sha256:72e572cb98449d8ae890b03841278f502331c0c29c7a64feeb01491c4207c069

Observation 80c7c13a-50d0-40e4-aae2-25cb9fb97992 · inbound

The Agentic Garden of Forking Paths cites this paper.

The Agentic Garden of Forking Paths The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 13

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verified exact
arxiv_id, observed 2026-07-03T20:18:56.130365Z

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=2026-07-03T20:09:26.592138Z digest=sha256:bb9eec20eb0c68dfaeb59b49457dbe2a30ab89a4f4078e41a12cea8c1646f40b

Observation 3a8fc428-02e9-4c49-b483-b04add7f74f4 · inbound

Synthetic Contact with AI Reduces Cross-Partisan Animosity cites this paper.

Synthetic Contact with AI Reduces Cross-Partisan Animosity The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-07-03T06:17:41.228746Z

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=2026-07-03T06:09:53.186730Z digest=sha256:7d33c7f1b7880c7eac17d9ad6278f697563ba1ebf0b760b4650597068a1481f8

Observation f318a825-0a16-458b-ace9-8c4781f50cc3 · inbound

Training with (Swap) Regret Loss in a Single-Layer Self-Attention Model: A Case Study on the Probability Simplex cites this paper.

Training with (Swap) Regret Loss in a Single-Layer Self-Attention Model: A Case Study on the Probability Simplex The political ideology of conversational AI: Converging evidence on ChatGPT's pro-environmental, left-libertarian orientation

Reference 247

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unresolved
no resolver link, observed 2026-07-31T23:52:12.190799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-31T23:52:12.190799Z digest=sha256:f277ef6677f8510b10927b783d5d1535fa38dc44602ab471014bdec3a192b75f