Paper Citation Record · LEDGER

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models?

As of 7 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2506.13065.

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

pith.paper-citation-record.v1
2506.13065 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:43:08.528481Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-20T15:31:25.079191Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T15:33:25.520674Z

Reference resolution

39 of 39 outbound references displayed

verified exact0
verified fuzzy19
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 35508956-b02a-4755-8f58-3dc3c487d173 · outbound

This paper cites an unresolved cited work.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:43:12.930373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3c17f80e-9116-49fd-a4f7-4b8307fc33f9 · outbound

This paper cites A Sequence-to-Sequence Model for User Simulation in Spoken Dialogue Systems.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? A Sequence-to-Sequence Model for User Simulation in Spoken Dialogue Systems

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:06.413338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1dfb8d4-a5d3-4b33-8f76-5f98ad7c42d0 · outbound

This paper cites Emergent autonomous scientific research capabilities of large language models.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Emergent autonomous scientific research capabilities of large language models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:06.473711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5353aec-fa41-471f-b8fa-55b6bc307c1f · outbound

This paper cites The distractors must be related to certain parts of the information in the question.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? The distractors must be related to certain parts of the information in the question

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:11.685098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 20551643-e8ac-48af-b96b-677e5edc69af · outbound

This paper cites This is necessary to ensure each question is challenging.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? This is necessary to ensure each question is challenging

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:11.421325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1a539ba5-65b4-49da-bbb9-ce6a994edf43 · outbound

This paper cites If they do not, suggest adding the relevant distracting information or modifying the options.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? If they do not, suggest adding the relevant distracting information or modifying the options

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:10.499118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ff39faf5-77e3-4a69-892b-c93f7ddf8d9d · outbound

This paper cites an unresolved cited work.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:43:10.321988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3420088b-b267-4d3a-9d72-8a86c395c3ce · outbound

This paper cites Please provide specific modification suggestions for the question set and give your feedback to the question author in a reasonable tone.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Please provide specific modification suggestions for the question set and give your feedback to the question author in a reasonable tone

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:10.128969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation db7c632b-8ec6-4419-b7cb-b1f5fecf5a77 · outbound

This paper cites LiveBench: A Challenging, Contamination-Limited LLM Benchmark.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? LiveBench: A Challenging, Contamination-Limited LLM Benchmark

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:06.828900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9edd8e6d-ef77-473d-974a-340009677af8 · outbound

This paper cites SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agents.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agents

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:06.885426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 087c0df3-dd1b-4d1a-a7db-86ede95fe0fd · outbound

This paper cites an unresolved cited work.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:43:12.939017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 79f74805-d35e-4822-a887-d59f223b79ea · outbound

This paper cites Question: {Question_Content} Options: {Options} CoT Prompt for Evaluation The following is a {Question_Type}.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Question: {Question_Content} Options: {Options} CoT Prompt for Evaluation The following is a {Question_Type}

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:12.913951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aa1e3507-a675-4c8f-80eb-74bc52971eb4 · outbound

This paper cites an unresolved cited work.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:43:12.783342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 95eb9b0c-ec08-46a3-953c-f56210fcb7e1 · outbound

This paper cites A, B, C, D, E, F.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? A, B, C, D, E, F

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:12.921343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c710a47d-e5b7-4dbd-8c20-ed454e2711f1 · outbound

This paper cites an unresolved cited work.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:43:12.722206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6cd9dd59-f3c1-4ea8-8cd4-21fe05c3a290 · outbound

This paper cites The question should not contain any direct description related to the predicted motivation.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? The question should not contain any direct description related to the predicted motivation

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:12.556860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 770135ea-b476-473d-9e32-c73d2db2ee5f · outbound

This paper cites The question should not contain any direct description related to the predicted behavior.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? The question should not contain any direct description related to the predicted behavior

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:12.439760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f5c20ab1-dffd-4c2d-8346-44a45e97c11b · outbound

This paper cites The question should only include the complex scenario and the character’s profile.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? The question should only include the complex scenario and the character’s profile

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:12.298433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8ae918ab-fd12-4ce2-87cb-054e2557ac0c · outbound

This paper cites Please rewrite this scenario by cor- recting any logical inconsistencies, and add relevant details to make the scenario, profile, motivation, and behavior more vivid and complex.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Please rewrite this scenario by cor- recting any logical inconsistencies, and add relevant details to make the scenario, profile, motivation, and behavior more vivid and complex

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:12.194449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8d36fe18-465a-4713-81cc-9dd2da8644ef · outbound

This paper cites However, ensure that the motivation and behavior are only related to real human needs, not to any POIs or products in the text.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? However, ensure that the motivation and behavior are only related to real human needs, not to any POIs or products in the text

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:12.009779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e82ebf1b-7ea1-4f8d-a9e0-dec0bc1035e7 · outbound

This paper cites Therefore, please ensure that each question has enough rich and complex scenario and profile information to support correct reasoning.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Therefore, please ensure that each question has enough rich and complex scenario and profile information to support correct reasoning

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:11.843382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cec63912-de7a-4c5f-b789-d14f939bbb56 · outbound

This paper cites The motivation reasoning question should include additional behavioral information about the character.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? The motivation reasoning question should include additional behavioral information about the character

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:11.284235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 69957a79-e6f8-4ad5-91d8-628f379fe3c0 · outbound

This paper cites an unresolved cited work.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:43:11.126370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 338d7ffd-2e14-41fc-a359-b53a0bfc8773 · outbound

This paper cites If not, suggest modifications to the scenario or character profile to make the information clearer or more comprehensive.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? If not, suggest modifications to the scenario or character profile to make the information clearer or more comprehensive

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:11.005281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b5de10a9-74f6-4f29-bde3-08ced9ab848e · outbound

This paper cites an unresolved cited work.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:43:10.837908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 28d6b908-c370-4144-8929-7d2eb874c42c · outbound

This paper cites an unresolved cited work.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:43:10.685253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation efa51cdc-7d40-45da-b9dd-67536a8bfa85 · outbound

This paper cites The question should not include any description related to the predicted motivation.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? The question should not include any description related to the predicted motivation

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:09.972730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 315c78b7-171a-40e0-8c17-0823a9400072 · outbound

This paper cites The question should not include any description related to the predicted behavior.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? The question should not include any description related to the predicted behavior

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:09.766268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ef08e0bb-8316-430e-9133-a3402584a0b6 · outbound

This paper cites an unresolved cited work.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:43:09.592265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 14a6bdec-1881-4797-a14f-10c4c2a7777f · outbound

This paper cites an unresolved cited work.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:43:09.356741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fc6598fb-7e8f-4487-b224-c7e20c52c968 · outbound

This paper cites an unresolved cited work.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:43:09.107701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f69e1631-63be-471c-8d31-56af8534c153 · outbound

This paper cites Respondents should only reason based on the question provided, without seeing any other information.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Respondents should only reason based on the question provided, without seeing any other information

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:08.960846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ab9cadef-d8bf-4422-8d6f-9030e73f35f5 · outbound

This paper cites self-promotion.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? self-promotion

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:08.797069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 78b84e43-6e4c-4d62-9ab0-8e01b86a96ed · outbound

This paper cites Clever Hans or Neural Theory of Mind? Stress Testing Social Reasoning in Large Language Models.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Clever Hans or Neural Theory of Mind? Stress Testing Social Reasoning in Large Language Models

Reference 2006

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:06.727480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55be7344-65e9-466b-a782-a9139d670165 · outbound

This paper cites Neural User Simulation for Corpus-based Policy Optimisation for Spoken Dialogue Systems.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Neural User Simulation for Corpus-based Policy Optimisation for Spoken Dialogue Systems

Reference 2010

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T00:43:08.701502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 958c50c7-34da-4976-b1f5-a9465258e5a3 · outbound

This paper cites To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:06.779316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a88f81ec-669c-4dc9-b645-24232aca3cb7 · outbound

This paper cites Towards Social AI: A Survey on Understanding Social Interactions.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? Towards Social AI: A Survey on Understanding Social Interactions

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:06.603376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfb77f19-2672-4a00-926a-64ccf72b072b · outbound

This paper cites InInternational Conference on Machine Learning, pages 337–371.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? InInternational Conference on Machine Learning, pages 337–371

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:43:12.949017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7bfdf243-313a-4357-8b98-54601d3885ee · outbound

This paper cites EmoBench: Evaluating the Emotional Intelligence of Large Language Models.

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? EmoBench: Evaluating the Emotional Intelligence of Large Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:06.686448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3eb5105e-3f69-4b94-8008-38b16aec4baa · inbound

Can LLMs Think Like Consumers? Benchmarking Crowd-Level Reaction Reconstruction with ConsumerSimBench cites this paper.

Can LLMs Think Like Consumers? Benchmarking Crowd-Level Reaction Reconstruction with ConsumerSimBench MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models?

Reference 70

Resolution: verified exact; arxiv_id, observed 2026-05-20T15:33:25.522229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.