Paper Citation Record · LEDGER

Be.FM: Open Foundation Models for Human Behavior

As of 22 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 7 inbound Pith citation observations for arXiv:2505.23058.

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

pith.paper-citation-record.v1
2505.23058 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:57:43.800232Z

measured 22 of 22 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:27:30.473925Z

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

15 of 15 outbound references displayed

verified exact0
verified fuzzy4
unresolved10
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation a5a4e731-7b59-4815-b434-09e771f94281 · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

Be.FM: Open Foundation Models for Human Behavior Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:57:42.739883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea1bef88-6158-481e-a697-636cc687d721 · outbound

This paper cites The Llama 3 Herd of Models.

Be.FM: Open Foundation Models for Human Behavior The Llama 3 Herd of Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:57:42.834487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96c07c7e-be22-4070-b299-e60f0db8e55e · outbound

This paper cites LLM Agents Grounded in Self-Reports Enable General-Purpose Simulation of Individuals.

Be.FM: Open Foundation Models for Human Behavior LLM Agents Grounded in Self-Reports Enable General-Purpose Simulation of Individuals

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T12:57:42.937203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88df8f22-8442-40b0-8bd8-05c1c7b710c2 · outbound

This paper cites Large Language Models Show Human-like Social Desirability Biases in Survey Responses.

Be.FM: Open Foundation Models for Human Behavior Large Language Models Show Human-like Social Desirability Biases in Survey Responses

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T12:57:43.054675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8be83d7e-be0d-479d-bbfa-cea96c89814f · outbound

This paper cites Fast Adaptation with Behavioral Foundation Models.

Be.FM: Open Foundation Models for Human Behavior Fast Adaptation with Behavioral Foundation Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:57:43.160804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 235cff42-74e7-4309-96c5-999cc70fef8d · outbound

This paper cites Zero-Shot Whole-Body Humanoid Control via Behavioral Foundation Models.

Be.FM: Open Foundation Models for Human Behavior Zero-Shot Whole-Body Humanoid Control via Behavioral Foundation Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:57:43.224045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25ce37a0-85e7-4086-91a5-2542eb032899 · outbound

This paper cites How Different AI Chatbots Behave? Benchmarking Large Language Models in Behavioral Economics Games.

Be.FM: Open Foundation Models for Human Behavior How Different AI Chatbots Behave? Benchmarking Large Language Models in Behavioral Economics Games

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:57:43.310785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f84d668b-85d5-4067-8b10-41a370270cdb · outbound

This paper cites For each model, the mean absolute error (MAE), Spearman’s correlation coefficient, and Wasserstein distance are computed by comparing the age prediction results and ground truths.

Be.FM: Open Foundation Models for Human Behavior For each model, the mean absolute error (MAE), Spearman’s correlation coefficient, and Wasserstein distance are computed by comparing the age prediction results and ground truths

Reference 9

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T12:57:44.206682Z

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.

Observation 8703d3f8-10f7-428d-8633-de1942c36e2f · outbound

This paper cites Behavior distribution prediction.To train the model to predict behavioral distributions, we format each human-play record as a single data entry.

Be.FM: Open Foundation Models for Human Behavior Behavior distribution prediction.To train the model to predict behavioral distributions, we format each human-play record as a single data entry

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:57:44.580405Z

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.

Observation 4c52a4df-be9d-43f7-8fd2-1ac800a24ad6 · outbound

This paper cites loss" from giving rather than the.

Be.FM: Open Foundation Models for Human Behavior loss" from giving rather than the

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:57:44.035635Z

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.

Observation ed2890be-f419-4768-b6e7-59d6b67d1d2c · outbound

This paper cites The response should only be a number from 10 to 50 in square brackets.

Be.FM: Open Foundation Models for Human Behavior The response should only be a number from 10 to 50 in square brackets

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:57:44.412765Z

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.

Observation cf9045e6-4cca-49eb-a00b-44706febedd1 · outbound

This paper cites MASSW: A New Dataset and Benchmark Tasks for AI-Assisted Scientific Workflows.

Be.FM: Open Foundation Models for Human Behavior MASSW: A New Dataset and Benchmark Tasks for AI-Assisted Scientific Workflows

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-07T12:57:43.369135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35870eff-2eb0-4b1e-bab3-dd580a3e9399 · outbound

This paper cites Centaur: a foundation model of human cognition.

Be.FM: Open Foundation Models for Human Behavior Centaur: a foundation model of human cognition

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T12:57:42.654648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c6e0735-f051-4d04-8c36-841f3550e3d1 · outbound

This paper cites doi: 10.18653/v1/2024.acl-demos.38.

Be.FM: Open Foundation Models for Human Behavior doi: 10.18653/v1/2024.acl-demos.38

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T12:57:43.442678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec949c08-1bc7-43ee-9363-346b9f2d8579 · outbound

This paper cites This could normally be a problem, a research question, or a research gap that has not been successfully addressed by previous work.

Be.FM: Open Foundation Models for Human Behavior This could normally be a problem, a research question, or a research gap that has not been successfully addressed by previous work

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:57:44.767847Z

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.

Pith citing papers

Observation 78dd2f80-d8d6-461b-a45e-0116bf75c694 · inbound

AI Behavioral Science cites this paper.

AI Behavioral Science Be.FM: Open Foundation Models for Human Behavior

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-15T17:27:30.473925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c1a12fe-ed49-469a-9f1c-1cf10ea76a88 · inbound

Graph-Based Alternatives to LLMs for Human Simulation cites this paper.

Graph-Based Alternatives to LLMs for Human Simulation Be.FM: Open Foundation Models for Human Behavior

Reference 90

Resolution: verified exact; arxiv_id, observed 2026-05-18T00:50:33.256123Z

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.

Observation 2576d5ff-4900-4fce-8c07-81c0468e6492 · inbound

GroupGPT: A Token-efficient and Privacy-preserving Agentic Framework for Multi-User Chat Assistant cites this paper.

GroupGPT: A Token-efficient and Privacy-preserving Agentic Framework for Multi-User Chat Assistant Be.FM: Open Foundation Models for Human Behavior

Reference 69

Resolution: verified exact; arxiv_id, observed 2026-05-15T18:30:14.461139Z

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.

Observation c0ff1b3f-7d4a-4eb5-8164-34cf5f3be235 · inbound

BehaviorBench: Benchmarking Foundation Models for Behavioral Science Tasks cites this paper.

BehaviorBench: Benchmarking Foundation Models for Behavioral Science Tasks Be.FM: Open Foundation Models for Human Behavior

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-06-26T00:38:42.748850Z

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.

Observation 68aee3b2-308a-4de4-a00a-99c9233d0057 · inbound

Small Foundation Models of Human Cognition and Behaviour cites this paper.

Small Foundation Models of Human Cognition and Behaviour Be.FM: Open Foundation Models for Human Behavior

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T17:54:39.932949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5f6331c-fc2c-49c7-8b62-81141eb17552 · inbound

Small Foundation Models of Human Cognition and Behaviour cites this paper.

Small Foundation Models of Human Cognition and Behaviour Be.FM: Open Foundation Models for Human Behavior

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T04:20:16.134067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e05c5bf-d81b-4b56-b9a8-ad930a4ce32f · inbound

Small Foundation Models of Human Cognition and Behaviour cites this paper.

Small Foundation Models of Human Cognition and Behaviour Be.FM: Open Foundation Models for Human Behavior

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T14:42:31.044307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.