Pith. sign in

Paper Citation Record · LEDGER

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects

As of 20 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 2 inbound Pith citation observations for arXiv:2509.04794.

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

pith.paper-citation-record.v1
2509.04794 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:30:45.007993Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:36:59.973912Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T14:37:00.210157Z

Reference resolution

33 of 33 outbound references displayed

  • verified exact2
  • verified fuzzy7
  • unresolved24
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 87254d11-5b06-4b0f-8faa-e67485008fe6 · outbound

This paper cites Towards monosemanticity: Decomposing language models with dictionary learning.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Towards monosemanticity: Decomposing language models with dictionary learning

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.846127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.846127Z digest=sha256:2625ceb8476892b7f2e32791fd08f4f2c4028cfdfeacc18f198bea4f4760af6f

Observation 3bea5d98-5b6f-49e7-aae6-4cd037a2c47b · outbound

This paper cites Persona Vectors: Monitoring and Controlling Character Traits in Language Models.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Persona Vectors: Monitoring and Controlling Character Traits in Language Models

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.853604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.853604Z digest=sha256:9a9eef2beb3d83b8e6298dc2e62adf71e1deba9732663ec2f04602fb05e2b7d9

Observation 68516705-2d38-475b-bd42-1fa5027e1d30 · outbound

This paper cites Costa and Robert R.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Costa and Robert R

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:45.750359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-15T16:30:44.858576Z digest=sha256:cb92e875ccaae5e8f069da7eb610a0efbfcd75320114d82cbdc9987d970987fa

Observation 2aef8c39-8698-4037-908f-05c13daa3af4 · outbound

This paper cites P-React: Synthesizing Topic-Adaptive Reactions of Personality Traits via Mixture of Specialized LoRA Experts.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects P-React: Synthesizing Topic-Adaptive Reactions of Personality Traits via Mixture of Specialized LoRA Experts

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-08-15T16:30:45.522887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-15T16:30:44.867133Z digest=sha256:532f705de28c46037cfe27812908c24e903a290fbe4fa8494565e5c523a3f234

Observation b3dcf918-eb47-42a6-8413-89d9bd035ae0 · outbound

This paper cites QLoRA: Efficient Finetuning of Quantized LLMs.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects QLoRA: Efficient Finetuning of Quantized LLMs

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.872171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.872171Z digest=sha256:36c9e0e266d13479d200a3f8e58c7d640683930dee82d569880fb1a5a7d7a358

Observation 02877242-a7fe-44be-906c-b84b6e7a398b · outbound

This paper cites Evaluating feature steering: A case study in mitigating social biases.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Evaluating feature steering: A case study in mitigating social biases

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:45.727144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-15T16:30:44.876798Z digest=sha256:3095df7f3fa54c8ae9eea602d7e3922bc233d4987be16cf3898539469e22d409

Observation 5dd36548-eee9-4a68-a8e4-0aa809d823d0 · outbound

This paper cites Toy Models of Superposition.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Toy Models of Superposition

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.881761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.881761Z digest=sha256:c71f9a71cb66f6fece74f8cfbf9cc8d9033d2b98081d9a4b2dba48870abb5b5b

Observation 6fe01a89-e87c-43b8-ba02-ffe6b6ac1974 · outbound

This paper cites RealToxicityPrompts : Evaluating neural toxic degeneration in language models.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects RealToxicityPrompts : Evaluating neural toxic degeneration in language models

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:45.707778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-15T16:30:44.887673Z digest=sha256:3e5ad0035fbb6e068d7c38d2058c2c21636a2726802587b77037fa8c3a90ce51

Observation 45c73f8a-0aa7-4d5e-90b1-11f752afac41 · outbound

This paper cites Measuring massive multitask language understanding.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Measuring massive multitask language understanding

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.892707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.892707Z digest=sha256:904378554b7ea71b6c7ef1b5a28fbd6c36099e04da90052a63622326e5325042

Observation d665b6f1-7f97-4265-a913-28f48f494fc2 · outbound

This paper cites Eliciting Personality Traits in Large Language Models.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Eliciting Personality Traits in Large Language Models

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.897270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.897270Z digest=sha256:9d139a1d1254818bafc7bb23e3e74b1e0eee0556bf480f20ea663904b261f7e5

Observation b0857f38-3155-4f96-8468-86b69ca2e56e · outbound

This paper cites Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.903168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.903168Z digest=sha256:c77c1d30478235deea622be563f9ab4140d0a493b25ddaa9e6cccff5a4131ed3

Observation 4411ef4c-ccb3-4e32-b375-e3900c5e54c2 · outbound

This paper cites From Text to Emoji: How PEFT-Driven Personality Manipulation Unleashes the Emoji Potential in LLMs.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects From Text to Emoji: How PEFT-Driven Personality Manipulation Unleashes the Emoji Potential in LLMs

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-15T16:30:45.060643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-15T16:30:44.908441Z digest=sha256:5317fed5c2a9679d31d6009b8ab3a9d621d8cecff5750fb72e33e9295565d9e4

Observation 7ea72c4f-2d26-49c8-a377-8a42178eafb9 · outbound

This paper cites Personallm: Investigating the ability of large language models to express personality traits.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Personallm: Investigating the ability of large language models to express personality traits

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:45.671601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-15T16:30:44.915156Z digest=sha256:1ec7888e7d16768afc91aae4a7504fb4e40d9d922a25885b2d1c1810518481b0

Observation e8500808-c083-4c8a-a021-efce9a91f0cc · outbound

This paper cites Inference-Time Intervention: Eliciting Truthful Answers from a Language Model.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Inference-Time Intervention: Eliciting Truthful Answers from a Language Model

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.921885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.921885Z digest=sha256:8e5963ea4cb1c36bb83bf76265f401595ae4cc062cab081a56e6d68c332ec827

Observation 04bd6bf0-3b06-46b6-9e0e-104974c15a91 · outbound

This paper cites UPLex: Fine-Grained Personality Control in Large Language Models via Unsupervised Lexical Modulation.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects UPLex: Fine-Grained Personality Control in Large Language Models via Unsupervised Lexical Modulation

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.927010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.927010Z digest=sha256:50f200971d130e38b90291c692f27431a06fd0d9088fefcc96101717300ab646

Observation 8354c006-4977-4daa-96c5-90c7168f46cf · outbound

This paper cites Pre-train, prompt, and predict: A systematic survey of prompting methods in natural language processing.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Pre-train, prompt, and predict: A systematic survey of prompting methods in natural language processing

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:45.656778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-15T16:30:44.934464Z digest=sha256:83316f9ed56bb66b4265eb02c2ad3b54aa0502fe5a0a1dce1f2dda7ca429b863

Observation db0c5224-9e03-420a-9c96-facea0743b97 · outbound

This paper cites an unresolved cited work.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:30:45.634410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-15T16:30:44.938611Z digest=sha256:855ed632b3d7f91a9bf2699d279ba46aa2f4393926524ccf24d2fb88fce39530

Observation 6f538da1-501b-47b2-8ad0-ae23e8641453 · outbound

This paper cites Editing Personality for Large Language Models.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Editing Personality for Large Language Models

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.942986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.942986Z digest=sha256:e83fe1774dc09a7c6b28e71cc1dc8aebd435f08d3dade7bd5a65c83fdf55fd61

Observation 8c8deebd-eba6-4c6b-886d-5e1b53061099 · outbound

This paper cites GAIA: a benchmark for General AI Assistants.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects GAIA: a benchmark for General AI Assistants

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.947215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.947215Z digest=sha256:7db1d171fd116ef1fd7c9d8f55b70a586537da30a31f8545eb2d28e79133c65d

Observation 35a8751b-38dc-4108-bbba-c69213cee58e · outbound

This paper cites Zoom in: An introduction to circuits.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Zoom in: An introduction to circuits

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.951472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.951472Z digest=sha256:34215a3f727230fb32773783645221f8229451cb73fad41342092dec8d9d2700

Observation 0a3837b4-e778-40fb-8743-1bc7936de10c · outbound

This paper cites Steering Llama 2 via Contrastive Activation Addition.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Steering Llama 2 via Contrastive Activation Addition

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.955255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.955255Z digest=sha256:7a5d77870ce9bd6c058afb4c2b5c562b1916eefa274482091d25ef68e76b622c

Observation c840584e-9aa8-4e49-9ee3-e570728f747a · outbound

This paper cites an unresolved cited work.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:30:45.604756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-15T16:30:44.959324Z digest=sha256:a6a1534b7dc6ef52a3b808223929d7d182d3dc47b7b2decac056186d60f05eef

Observation 37581b26-c97f-40c3-913d-2ecc5fed0662 · outbound

This paper cites A practical review of mechanistic interpretability for transformer-based language models.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects A practical review of mechanistic interpretability for transformer-based language models

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.963221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.963221Z digest=sha256:c6660376086fc2e4385cee7bbc54b3d0d69bc28dcd3d772978d7b94ad1fc3f72

Observation 3420d356-e9ff-4679-8bfe-755fde2f7799 · outbound

This paper cites Can ChatGPT Assess Human Personalities? A General Evaluation Framework.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Can ChatGPT Assess Human Personalities? A General Evaluation Framework

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.967416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.967416Z digest=sha256:2d9927890fc3de3d1dee2813e8e5517cecec95444ff7b9ccb7380b9336bc9ae3

Observation 49737600-0454-4dae-b6b3-1df78a55f752 · outbound

This paper cites Personality Traits in Large Language Models.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Personality Traits in Large Language Models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.972077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.972077Z digest=sha256:008c6683f8552f39988f12122eb13087595be02132907fe0a5e68fa9effd53d6

Observation 983ac746-a894-4d43-89e5-9dbc720543a2 · outbound

This paper cites On the reliability of psychological scales on large language models.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects On the reliability of psychological scales on large language models

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:45.585476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-15T16:30:44.976312Z digest=sha256:567cb1d0d11e2c0b7b36b29cbd960b1a6f21127288580dfdb80c82ceb6489827

Observation d4190e13-11e3-4916-9b2c-f06b24c5c5a6 · outbound

This paper cites Steering Language Models With Activation Engineering.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Steering Language Models With Activation Engineering

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.979999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.979999Z digest=sha256:c82a8e2f3bb38bbc781d68551c2bee78c82b0df588591575c9c42d8839a11309

Observation 2db4fcb1-b76e-4241-9506-80754d5c8bdf · outbound

This paper cites Exploring the impact of personality traits on LLM bias and toxicity.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Exploring the impact of personality traits on LLM bias and toxicity

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.984494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.984494Z digest=sha256:5176717f66f82fc9302db8b38e6aa9b6f8a1e1e3785a17cf199f3e1ed8dd7387

Observation 728cda36-750a-4937-a874-65302f95a745 · outbound

This paper cites InCharacter: Evaluating Personality Fidelity in Role-Playing Agents through Psychological Interviews.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects InCharacter: Evaluating Personality Fidelity in Role-Playing Agents through Psychological Interviews

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.988462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.988462Z digest=sha256:73b51a07dd306a3d67ee79e0ca1f9a44f2b2d3384f1288f96a3dd664128f8564

Observation 8b5ae64b-dfb7-4ef7-8bd1-d6ee7b20fc1d · outbound

This paper cites Chi, Quoc V.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Chi, Quoc V

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:45.560575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-15T16:30:44.992973Z digest=sha256:f48ef8d1d6c506f9682d41b94772e3902eebc36560b8eec891d8065e4e5320a4

Observation 8eef6de2-d428-400c-85d6-663f7cd3d8c8 · outbound

This paper cites Self-assessment, Exhibition, and Recognition: a Review of Personality in Large Language Models.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Self-assessment, Exhibition, and Recognition: a Review of Personality in Large Language Models

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:44.997048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:44.997048Z digest=sha256:963f4a571b08327db0795379eece327c0aad70a7b8bbf7708580fe308db27ca7

Observation 0932da3f-8d58-4e8d-ae21-6b909c15b248 · outbound

This paper cites The Better Angels of Machine Personality: How Personality Relates to LLM Safety.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects The Better Angels of Machine Personality: How Personality Relates to LLM Safety

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:45.002117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:45.002117Z digest=sha256:eee7dff1d73326ee87e602485f71cbb6cfeca39f205eb395603f1b473a45abd6

Observation dbbedde9-5a1d-482e-9429-f3bcc9c4b9a5 · outbound

This paper cites Representation Engineering: A Top-Down Approach to AI Transparency.

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects Representation Engineering: A Top-Down Approach to AI Transparency

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:45.007993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:30:45.007993Z digest=sha256:4d03df590e32fe124fec68ae95efef40c60f23d5e36407a01e69d3c446e05158

Pith citing papers

Observation 97e29f83-ac6c-4130-be73-c879a2c694e6 · inbound

The Alignment Floor: How Persona Customization Breaks Safety in Weakly-Aligned LLMs cites this paper.

The Alignment Floor: How Persona Customization Breaks Safety in Weakly-Aligned LLMs Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects

Reference 4

Resolution
unresolved
no resolver link, observed 2026-07-12T23:30:07.574017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T23:30:07.574017Z digest=sha256:3537d539f3a0795cb358896fc8f55120ba6978c0bdad4dd4b8f74a8293d3ccbb

Observation f6004572-03af-43cc-a210-ec890f8dcf1a · inbound

Do AI Personas Grow? Analyzing and Benchmarking Personality Evolution in LLM Agents After Life Events cites this paper.

Do AI Personas Grow? Analyzing and Benchmarking Personality Evolution in LLM Agents After Life Events Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects

Reference 28

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T14:37:00.215062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-15T14:36:59.973912Z digest=sha256:be60e928d8cfb5451ac100c2058822f2e28330877f1c6d8b8e9d9f69584adefa