Pith. sign in

Paper Citation Record · LEDGER

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors

As of 22 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 1 inbound Pith citation observation for arXiv:2507.22367.

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

pith.paper-citation-record.v1
2507.22367 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:50:26.454052Z

measured 51 of 51 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T16:59:25.825681Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T17:04:57.563971Z

Reference resolution

50 of 50 outbound references displayed

  • verified exact1
  • verified fuzzy1
  • unresolved46
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7f50b33a-040e-49a2-a084-f21d24f08c10 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:28.322285Z

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.

source=pdf_text observed=2026-08-06T11:50:22.800888Z digest=sha256:78c5ca0ee0bf4c7c792138dcde99c8c091741633ae4a076a28391047e83ec89f

Observation 67e5bf6e-7d97-4b6f-80c1-317a49b4a3b9 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:28.289950Z

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.

source=pdf_text observed=2026-08-06T11:50:22.878344Z digest=sha256:f7de9faad7627c48fb5b595bac9deb26467ed2c1c41558eea83e3a5ff7ad3131

Observation 48afd81f-81a8-4bad-a64e-dfd9d17600d2 · outbound

This paper cites MDPE: A Multimodal Deception Dataset with Personality and Emotional Characteristics.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors MDPE: A Multimodal Deception Dataset with Personality and Emotional Characteristics

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-08-06T11:50:27.298415Z

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.

source=pdf_text observed=2026-08-06T11:50:22.947616Z digest=sha256:99706a6e5e2d0f05912e1af49709a618dc9a80261a18c54da5260b6a86f1a605

Observation 8f7dbab2-83a2-4ae9-a341-e016c9ff6f41 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:28.265185Z

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.

source=pdf_text observed=2026-08-06T11:50:23.018918Z digest=sha256:a395ef8153cf138b1ca9ebc4eeb4169b73459c595b7bf2fd7bb11013be34277c

Observation d0f0e45d-2eab-4f8a-b301-c572861a67bb · outbound

This paper cites Beyond Benchmarks: Evaluating Embedding Model Similarity for Retrieval Augmented Generation Systems.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Beyond Benchmarks: Evaluating Embedding Model Similarity for Retrieval Augmented Generation Systems

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:23.105821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:23.105821Z digest=sha256:e98a7981b214b5069ae0dfe42c773917c77daabdbb93b7fab1e692b30c1dd3aa

Observation 729563c2-6261-4ab8-b9a8-7512d0f7968b · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:28.242826Z

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.

source=pdf_text observed=2026-08-06T11:50:23.184347Z digest=sha256:eeacd14150eae13e80ea2e683743f5154fe70cd0c4040c14be34b077bc4a828b

Observation a5f47d2f-0a8f-46b1-ae7f-8d1b84c4ad46 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:28.216537Z

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.

source=pdf_text observed=2026-08-06T11:50:23.256503Z digest=sha256:03c06cecf84f7f8c959ab21ae92aa08a221bb9e57d3ae5536ca2afa33e918028

Observation 11cce5ad-9b22-461d-a440-f8daa08bc808 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:23.350002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:23.350002Z digest=sha256:89ba51bc7a371b294cb03395f59a29841974c0739c91e26cd88df2e8fb2157b3

Observation 9f66ce96-d258-4260-8af5-e52e908e01e2 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:23.419535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:23.419535Z digest=sha256:2f031732ee58df6e6067cb095ea3d73bec01c2c7f1b5413e842238e55e7c40b5

Observation b5d58aeb-0a49-40d8-894a-8e8f6005eab0 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:28.160971Z

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.

source=pdf_text observed=2026-08-06T11:50:23.494962Z digest=sha256:e55ea3ab5371687d1e4aec054198321b14d05910489db6d71c7178aa51b106a4

Observation 40236bce-30f8-4fca-9627-ada6320dcd12 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 11

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T11:50:27.150072Z

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.

source=pdf_text observed=2026-08-06T11:50:23.573234Z digest=sha256:384e6523fdb5964d7c11edcdeac18404fe8270a00fe88da429cdc06544d86a4b

Observation 0034f835-fd09-479a-9928-36dbc9995bf2 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:28.133694Z

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.

source=pdf_text observed=2026-08-06T11:50:23.618133Z digest=sha256:effaacfde7251c92b42a895525698e8c82660895fce012021f5558d566c93a90

Observation c2199cbe-5a03-4a25-8bbe-2692e5169b17 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:23.709634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:23.709634Z digest=sha256:3dc45e22e2cba8215b9c05be79e8d69a72c6e7c0bb16e88fbe66ad567d793a8f

Observation 19ff3213-b88a-48a9-b1c4-d0441bf86353 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:28.088571Z

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.

source=pdf_text observed=2026-08-06T11:50:23.772551Z digest=sha256:b90af07c61daa50a8b9f94073b8a23d92b7a4b0245dfcf456bf585b13f366013

Observation 8c99cf0d-f6be-4e99-b51c-1297d5618bef · outbound

This paper cites van Gerven, and Rob van Lier.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors van Gerven, and Rob van Lier

Reference 15

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T11:50:27.010555Z

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.

source=pdf_text observed=2026-08-06T11:50:23.862582Z digest=sha256:cafbf3beefac05efb4a8be5e3301dbe9ee9bbc35191ba6d8116131ff6225d296

Observation 00002980-6f3b-4c7f-945d-43e210a2e2ed · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:23.990356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:23.990356Z digest=sha256:9f5c6873f37baec9617bd92ca657cf1d7e8bf7657cb6ef952f713e776fe0bba4

Observation bd99a1a1-7f57-4628-b201-c1ab35b64f45 · outbound

This paper cites DeBERTaV3: Improving DeBERTa using ELECTRA-Style Pre-Training with Gradient-Disentangled Embedding Sharing.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors DeBERTaV3: Improving DeBERTa using ELECTRA-Style Pre-Training with Gradient-Disentangled Embedding Sharing

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:24.193857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:24.193857Z digest=sha256:71143715baef7d7923a15149bb485f9de567fe452d97540cda84bfe263f97fc6

Observation e9ce986e-531a-41d4-826c-519e285b315c · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:28.025133Z

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.

source=pdf_text observed=2026-08-06T11:50:24.258329Z digest=sha256:50c5fdb44072565e2c680797e679fbe77c12d5967aeab27676b99f39de8b3f07

Observation 3b1e126f-bd90-4919-b891-2f8de4692c83 · outbound

This paper cites Mistral 7B.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Mistral 7B

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:24.353453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:24.353453Z digest=sha256:f0b3cedafee05ef7781084e792517a649e0cfdedc3771c3c29d8495404c1fe33

Observation 92d5bbcb-4707-450a-8710-a0ec0ef9b185 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.993387Z

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.

source=pdf_text observed=2026-08-06T11:50:24.431458Z digest=sha256:333d17cf686f20e4a1ea40dcdd2b3a382b7d961a48eca263ca139927056a8b23

Observation 5dd3883f-0246-48f3-bf59-e373af60e684 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.965460Z

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.

source=pdf_text observed=2026-08-06T11:50:24.518389Z digest=sha256:fe610744b9e653f1e881cb59b9554dc44c2f58f8d3e71b10c1de87052eddd84c

Observation d1097c24-d307-47a6-bad0-50b9a4333fb8 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:24.578297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:24.578297Z digest=sha256:6c81caac665add7eaf65110daee3229acb6cc5fca2e031b38dab2c25aebc4eb0

Observation 72fe5eda-0f16-462f-8958-565d8e1ac5fc · outbound

This paper cites ALBERT: A Lite BERT for Self-supervised Learning of Language Representations.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors ALBERT: A Lite BERT for Self-supervised Learning of Language Representations

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:24.687135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:24.687135Z digest=sha256:4d61a15225b420b58829b611dec01155a70d441db39aefce8151aea0b6507c95

Observation ce984783-6b81-4235-b638-aa34d3c31e5f · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.909227Z

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.

source=pdf_text observed=2026-08-06T11:50:24.821120Z digest=sha256:b373cda9725d156e6d2c6b1d6ce1c1adc448a212d8b125e5840973062c582712

Observation 511151cc-17e8-42d0-98ee-d38b013c9bba · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.879348Z

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.

source=pdf_text observed=2026-08-06T11:50:24.946615Z digest=sha256:c79cec05035ee4f75a307c7701904d7d0e0e237b688e51e9dc42a79c371f4fa9

Observation e2b8d031-6925-445f-8e63-2845a80edf02 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:25.059351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:25.059351Z digest=sha256:76b4914fb88523851e3524f498a390b97471161dc9417995f3db63c1e4bb9e3f

Observation 3b330125-6bc3-4797-8415-74d460e2c246 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.854384Z

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.

source=pdf_text observed=2026-08-06T11:50:25.195879Z digest=sha256:0f265b76574510e29be947cef8e45557a82c5e229259181931babb9c91cd6a46

Observation 5b94746e-e015-4dc3-a4cb-97369fb768ca · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.828344Z

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.

source=pdf_text observed=2026-08-06T11:50:25.315435Z digest=sha256:5683d2a54afde45d77efe474d795e4ff4dabfd17c3e73b9165190df8cd113c45

Observation 301254d5-bccf-44a0-9c29-c9adc82369e6 · outbound

This paper cites emotion2vec: Self-Supervised Pre-Training for Speech Emotion Representation.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors emotion2vec: Self-Supervised Pre-Training for Speech Emotion Representation

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:25.414247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:25.414247Z digest=sha256:1ff96243bd50c7070913da3957f936672ccba24848268488459091ef6bf4f2c6

Observation 9844e806-3e9e-4446-880f-63198ff5c5bc · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.802627Z

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.

source=pdf_text observed=2026-08-06T11:50:25.512513Z digest=sha256:ad6027a45aa89023141978c7c4ec024145c044aa1da2108c044eae6e3d17d630

Observation 8e74e8f9-e7b5-4843-ad48-309a3bf67b70 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.776828Z

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.

source=pdf_text observed=2026-08-06T11:50:25.606767Z digest=sha256:e394fc84fb5be77330e3262fb3da6a885500b01c2f918222f6d16cc39a71e936

Observation 598d0f9a-2558-4677-ab92-da6b1bde30ce · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.755571Z

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.

source=pdf_text observed=2026-08-06T11:50:25.718054Z digest=sha256:efcbd930954a752ff7c6570682726e719dc2b87325160d5ceac850a516d26842

Observation 8f76e0c7-d6a7-460c-bfb3-398a29501a54 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.694115Z

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.

source=pdf_text observed=2026-08-06T11:50:25.945316Z digest=sha256:3ce85ea941e9a0e317b18d176ffa6346984296ccf404761151e901a7be9a555a

Observation 76e3ba37-8ed9-49cd-a777-358bb744a84a · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.672550Z

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.

source=pdf_text observed=2026-08-06T11:50:26.068351Z digest=sha256:55f5d5dd5b0f93f5f653fd8fb9844cb9ec08c6d3c628c0338aa4d7c9da2a508c

Observation 91653290-02f0-46fa-adb7-b9b00df15e51 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:26.137821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:26.137821Z digest=sha256:69b731a2ebde1986b06cc4b542e7a81655c51ccdcc170d759904a3248843b565

Observation 693d35df-7e78-4e02-92fd-5f7945604916 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.618338Z

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.

source=pdf_text observed=2026-08-06T11:50:26.300064Z digest=sha256:2241191719d9c219e3a3ce9c973c9e43bccef682d8a8564a0bf47982fd54bea3

Observation 8a1cb671-c3b3-4006-aeb1-e2580f8ecce7 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.580387Z

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.

source=pdf_text observed=2026-08-06T11:50:26.367960Z digest=sha256:bfbecf0954224f1d0fca4d6a85c537b4814e830920f9398fab02a3c307231fd4

Observation 771e6c16-cc21-456d-863e-31840a5b31ea · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.549056Z

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.

source=pdf_text observed=2026-08-06T11:50:26.375176Z digest=sha256:623c6bc464e5f210e531972b0b332cf65d340621d083f8b1a4526a5dea04b1c2

Observation 9e1fd51c-71a4-4e6b-acad-7539f41cade3 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.531145Z

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.

source=pdf_text observed=2026-08-06T11:50:26.381035Z digest=sha256:e8bfffa5ec41f0bb58889390c1a30d7d18298a2ff2aa0a4527f53a2f2a9b3dbd

Observation e9f2ffce-1378-4e8c-b7c1-c31840025d92 · outbound

This paper cites LXMERT: Learning Cross-Modality Encoder Representations from Transformers.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors LXMERT: Learning Cross-Modality Encoder Representations from Transformers

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:26.388613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:26.388613Z digest=sha256:b6ea118aa27afa46ae28937fde74d7c03e577481accd073acb56de62e129e0a3

Observation ceaf2a98-7a13-49ce-84f7-26b1fc89e73b · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.498112Z

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.

source=pdf_text observed=2026-08-06T11:50:26.395142Z digest=sha256:7ae82d184c7e4b968cb14313df21fc31f83a716d949d45e2bc120c2fbfa73bbe

Observation 569d7897-8a6e-4cd9-b025-66a687507e43 · outbound

This paper cites SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:26.401982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:26.401982Z digest=sha256:75e2e3dedca1aa09154d871dd2f2f9d43a067061f2719027ee934d8af33197f2

Observation 24c4413f-a185-405d-8767-8289a98831f7 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:26.410949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:26.410949Z digest=sha256:bef53a6df16a1fb1db0d16e50d86c64459f319b0d073d8add4a8fcb2f3c3eaec

Observation 63322684-54c8-4ff9-86a1-e6dcaec8955e · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.453166Z

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.

source=pdf_text observed=2026-08-06T11:50:26.416891Z digest=sha256:7a29cad83a4300547f2a9baadd840d68ca8ad39fdcabfbe1026ca3dd7d046941

Observation baaf771b-fa84-4c28-8d01-bd9f30ea098e · outbound

This paper cites Improving Text Embeddings with Large Language Models.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Improving Text Embeddings with Large Language Models

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:26.422335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:26.422335Z digest=sha256:5e200ca8b80e943554f2cd0f141ee13259bcc0f08751fb896beee1f828ddd342

Observation 96fe58b3-edde-4cf3-8fd5-2b660f1a0a5b · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.412293Z

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.

source=pdf_text observed=2026-08-06T11:50:26.445110Z digest=sha256:525ad9d7166ec51f50a0ac3dbfc28e6c4c7bb5e9f910600864951f7b8ba0ddb2

Observation 5660fcb7-21ec-42c2-b1aa-7a42864feb92 · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.360508Z

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.

source=pdf_text observed=2026-08-06T11:50:26.449821Z digest=sha256:7ab9bb562eb95a6d4012f0da05e7ed54722f04ba80ce09a2f4076e0df1a0a0d2

Observation c47ddccf-c2d0-4e42-be7c-b5d8a9e1f27f · outbound

This paper cites an unresolved cited work.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:50:27.336624Z

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.

source=pdf_text observed=2026-08-06T11:50:26.454052Z digest=sha256:bcdd7ab25448858a0030cb5a6bf677887b5b83aaedb6eda8071cfb831c047b55

Observation 99795cc3-34f1-41da-8983-2ce464f1ecd3 · outbound

This paper cites In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:50:27.727300Z

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.

source=pdf_text observed=2026-08-06T11:50:25.823240Z digest=sha256:7a1265688a52a499559910a000c23148d03bc3636b0eb41ee545176178dc8403

Observation 88eb445e-d697-44d8-89a6-126007d51444 · outbound

This paper cites In Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors In Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-06T11:50:24.107988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:50:24.107988Z digest=sha256:1e22c45c707542eee6180d31c417bd877f3f89a515e54123ae1d8e5cbd8793f6

Pith citing papers

Observation 2e7fa181-549f-48b6-9004-37a86443bed6 · inbound

A Survey of Large Language Models for Perception and Measurement of Human Psychology cites this paper.

A Survey of Large Language Models for Perception and Measurement of Human Psychology Traits Run Deep: Enhancing Personality Assessment via Psychology-Guided LLM Representations and Multimodal Apparent Behaviors

Reference 135

Resolution
verified exact
arxiv_id, observed 2026-06-30T17:04:57.565519Z

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.

source=pdf_text observed=2026-06-30T16:59:25.825681Z digest=sha256:771a39b494950149f2d3203c992ad8675409fd96d15eb5d12a451f9cd68bf6f1