Paper Citation Record · LEDGER

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns

As of 8 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2601.10198.

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

pith.paper-citation-record.v1
2601.10198 v4

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-16T14:34:07.385406Z

measured 37 of 37 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 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

37 of 37 outbound references displayed

verified exact2
verified fuzzy19
unresolved14
parse uncertain1
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 812eb8dc-2577-48d8-baca-249e4288214f · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-05-16T14:38:00.565841Z

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.

Observation 86930ffc-d655-45cb-901a-96a21bddb1a2 · outbound

This paper cites Yunfan Shao, Linyang Li, Junqi Dai, and Xipeng Qiu.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Yunfan Shao, Linyang Li, Junqi Dai, and Xipeng Qiu

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.160309Z

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.

Observation 23ae8488-9ebc-429a-ae09-7fd7355f5793 · outbound

This paper cites Character-LLM: A Trainable Agent for Role-Playing.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Character-LLM: A Trainable Agent for Role-Playing

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T14:38:00.573684Z

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.

Observation f3f811db-78c5-4d75-9425-d490ae65a3af · outbound

This paper cites The Rise of AI Companions: Interaction with AI Companions and Psychological Well-being.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns The Rise of AI Companions: Interaction with AI Companions and Psychological Well-being

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-05-16T14:38:00.569832Z

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.

Observation 5deee53c-066e-432f-9315-94d50f680d50 · outbound

This paper cites innovative interface.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns innovative interface

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.180328Z

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.

Observation fdf5e091-e43a-4d91-82b8-7fbb06e88061 · outbound

This paper cites contra- dicts his core identity as a data-driven engi- neer.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns contra- dicts his core identity as a data-driven engi- neer

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.217289Z

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.

Observation 5747d9f1-05cf-406c-bbbc-34617614497a · outbound

This paper cites Does Nouman attribute fail- ure to external factors?.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Does Nouman attribute fail- ure to external factors?

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.195429Z

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.

Observation 13f709a2-5b6d-4a92-be47-c9c7e4abeecc · outbound

This paper cites an unresolved cited work.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-05-16T14:43:01.191351Z

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.

Observation 7a867ae5-34a3-4ed1-ad0b-5b10731338be · outbound

This paper cites an unresolved cited work.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-16T14:43:01.183973Z

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.

Observation fe9c3dbb-922f-4ebb-9aac-72b603793366 · outbound

This paper cites Output: Provide 50 references in APA format, categorized by theme.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Output: Provide 50 references in APA format, categorized by theme

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.209046Z

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.

Observation 2a1d02a7-7bb9-4985-996a-96baed2e0de1 · outbound

This paper cites [START_CORPUS] {ALL 50 PAPERS’ CONTENT} [END_CORPUS] Table 15: Pattern structure summary prompt for personality traits.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns [START_CORPUS] {ALL 50 PAPERS’ CONTENT} [END_CORPUS] Table 15: Pattern structure summary prompt for personality traits

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.168136Z

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.

Observation 732a41dc-cc02-4da3-8598-90be2bfaf086 · outbound

This paper cites an unresolved cited work.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-16T14:43:01.172091Z

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.

Observation 7e9f2b50-1251-49ed-9763-2f10f1b014cc · outbound

This paper cites an unresolved cited work.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-16T14:43:01.174205Z

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.

Observation 7a6fabba-f037-4f00-964a-f2de97a06df9 · outbound

This paper cites [START_CORPUS] {ALL 50 PAPERS’ CONTENT} [END_CORPUS] Table 16: Pattern structure summary prompt for social-cognitive patterns.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns [START_CORPUS] {ALL 50 PAPERS’ CONTENT} [END_CORPUS] Table 16: Pattern structure summary prompt for social-cognitive patterns

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.155467Z

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.

Observation 79a5404d-3117-402a-b86f-d5b53bb02aaa · outbound

This paper cites an unresolved cited work.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-16T14:43:01.176062Z

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.

Observation 2a155585-d067-4375-979f-f7a5e8eb5637 · outbound

This paper cites an unresolved cited work.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-05-16T14:43:01.187602Z

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.

Observation 5b03decc-7430-4be6-9a15-3a68688df251 · outbound

This paper cites Candidate Names.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Candidate Names

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.157971Z

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.

Observation eb530314-9801-4903-8852-2e63ca04ec37 · outbound

This paper cites an unresolved cited work.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-05-16T14:43:01.164243Z

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.

Observation bfd02252-0d98-4bc2-9482-4fef1d517f64 · outbound

This paper cites an unresolved cited work.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-05-16T14:43:01.202999Z

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.

Observation a1058fb7-5366-4428-bbfa-6c4eb9d98956 · outbound

This paper cites expert psychologist and creative screenwriter.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns expert psychologist and creative screenwriter

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.219320Z

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.

Observation d4868737-d127-48d6-a75d-f157b887ec2c · outbound

This paper cites an unresolved cited work.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-05-16T14:43:01.166066Z

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.

Observation 56edf0ab-416e-4ea6-81de-00ca3a2a1542 · outbound

This paper cites the authentic reaction of a multi-dimensional person in a specific situation.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns the authentic reaction of a multi-dimensional person in a specific situation

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.211129Z

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.

Observation 22b6a401-bff6-41a9-808c-0669809bc814 · outbound

This paper cites an unresolved cited work.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-05-16T14:43:01.221439Z

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.

Observation c165ce3c-0d55-42bd-be05-b17af8f70dc5 · outbound

This paper cites an unresolved cited work.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Unresolved cited work

Reference 24

Resolution: parse uncertain; raw_fallback, observed 2026-05-16T14:43:01.199096Z

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.

Observation 0b92707b-cba1-44dc-babd-048f051204d8 · outbound

This paper cites an unresolved cited work.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-05-16T14:43:01.189579Z

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.

Observation 73b5d98b-6bef-4861-a036-a61cdb6ea223 · outbound

This paper cites an unresolved cited work.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-05-16T14:43:01.169973Z

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.

Observation d313327b-7f08-493e-a521-b4ced915afe0 · outbound

This paper cites an unresolved cited work.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-05-16T14:43:01.205554Z

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.

Observation 3f3b61ee-dd2b-4e8c-9e10-661108429aed · outbound

This paper cites Strictly limit participants to provided characters; do not introduce new characters. The dialogue should contain between 12 and 20 indi- vidual speaking turns.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns **Strictly limit participants to provided characters; do not introduce new characters.** The dialogue should contain **between 12 and 20 indi- vidual speaking turns**

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.152721Z

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.

Observation b7b981ec-83a2-4981-bead-ec50b0512d6d · outbound

This paper cites * Closer: Dialogue must conclude with the Protagonist.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns * **Closer**: Dialogue **must conclude** with the Protagonist

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.213177Z

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.

Observation 70278300-42e9-4efc-b740-b81e5c79bedd · outbound

This paper cites One character must completely finish their turn before the next begins.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns One character must completely finish their turn before the next begins

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.178217Z

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.

Observation eb25bdde-fb85-4ccb-ab66-2a5a42fea75f · outbound

This paper cites an unresolved cited work.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-05-16T14:43:01.182181Z

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.

Observation 6bd773f2-df51-4077-9b59-9de4097d377f · outbound

This paper cites * Actions/expressions/behaviors: Use (parentheses).

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns * Actions/expressions/behaviors: Use (parentheses)

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.201007Z

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.

Observation 2a1e34cf-e25b-46af-9ee2-129b586e86dd · outbound

This paper cites Table 19: Conversation synthesis prompt (Part 1 of 2).

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Table 19: Conversation synthesis prompt (Part 1 of 2)

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.185918Z

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.

Observation 68147b4b-757b-4d19-978d-9d60f4a345cf · outbound

This paper cites spotlight.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns **spotlight**

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.162431Z

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.

Observation 24a7beae-5939-4b2b-9595-ac8d74f44af3 · outbound

This paper cites Instead, you must show how the principles influence their judgment and choices through their concrete actions (the combination of thoughts, dialogue, and physical behavior).

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns Instead, you must **show** how the principles influence their judgment and choices through their concrete actions (the combination of thoughts, dialogue, and physical behavior)

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.215339Z

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.

Observation ac431948-170c-4a6b-a042-45cbf4e5ba21 · outbound

This paper cites spotlight.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns spotlight

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.197297Z

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.

Observation 9e5ae214-7127-4e43-9e5d-83286a00dbf1 · outbound

This paper cites results": [ {.

HumanLLM: Benchmarking and Improving LLM Anthropomorphism via Human Cognitive Patterns results": [ {

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T14:43:01.193375Z

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.

Pith citing papers

No inbound Pith citation observations are available.