Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration | Paper Citation Record

Observation ef78217d-c393-46a4-b309-0847fe755d8c · outbound

This paper cites The StudyChat dataset: Analyzing student dialogues with ChatGPT in an artificial intelligence course.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration The StudyChat dataset: Analyzing student dialogues with ChatGPT in an artificial intelligence course

Reference 1

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Observation 2fe3193a-e4a1-4213-a81e-5477e580aea9 · outbound

This paper cites SWE-chat: Coding Agent Interactions From Real Users in the Wild.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration SWE-chat: Coding Agent Interactions From Real Users in the Wild

Reference 2

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Observation 89afa49d-eb67-43a5-89af-c586d332e779 · outbound

This paper cites Qwen3 Technical Report.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Qwen3 Technical Report

Reference 3

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This paper cites IEEE Computer Society, 2024.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration IEEE Computer Society, 2024

Reference 4

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Observation b29f5580-9fe8-4f21-8a82-6090164a35e7 · outbound

This paper cites How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration How Developers Interact with AI: A Taxonomy of Human-AI Collaboration in Software Engineering

Reference 5

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Observation 30785037-28c2-4a1b-95ed-e7f054b661af · outbound

This paper cites Professional software developers don’t vibe, they control: AI agent use for coding in 2025.arXiv preprint arXiv:2512.14012, 2025.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Professional software developers don’t vibe, they control: AI agent use for coding in 2025.arXiv preprint arXiv:2512.14012, 2025

Reference 6

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This paper cites Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference

Reference 7

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Observation a56244ce-0abb-4989-96a4-87121975ba2d · outbound

This paper cites What is AI literacy? Competencies and design considerations.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration What is AI literacy? Competencies and design considerations

Reference 8

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This paper cites Zimmerman.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Zimmerman

Reference 9

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Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Unresolved cited work

Reference 10

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Observation 2832c225-2e1b-42ef-9fef-eeb7d0310995 · outbound

This paper cites Framework for AI fluency (practical summary document), version 1.1.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Framework for AI fluency (practical summary document), version 1.1

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.434683Z

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Observation 69fcdf34-444f-46ea-b7df-76dfcaf5ea8c · outbound

This paper cites WildChat: 1M ChatGPT Interaction Logs in the Wild.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration WildChat: 1M ChatGPT Interaction Logs in the Wild

Reference 12

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Observation 32debf6a-df3e-4c61-afd7-a7d7b79738eb · outbound

This paper cites Botelho, Guanze Liao, Thomas K.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Botelho, Guanze Liao, Thomas K

Reference 13

Resolution: verified exact; raw_fallback, observed 2026-08-15T14:18:09.798032Z

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Observation 526250f2-11fe-495c-8611-38fe7bc37060 · outbound

This paper cites Krathwohl.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Krathwohl

Reference 14

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Observation 7664c51f-4685-42a0-8c90-fff367308472 · outbound

This paper cites The Impact of AI on Developer Productivity: Evidence from GitHub Copilot.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration The Impact of AI on Developer Productivity: Evidence from GitHub Copilot

Reference 15

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Observation 7c922a2e-fd30-43f6-8b9f-0181108e7d10 · outbound

This paper cites How novices use LLM-based code generators to solve CS1 coding tasks in a self-paced learning environment.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration How novices use LLM-based code generators to solve CS1 coding tasks in a self-paced learning environment

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T14:18:09.271804Z

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This paper cites Reeves, Juho Leinonen, Stephen MacNeil, Arisoa S.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Reeves, Juho Leinonen, Stephen MacNeil, Arisoa S

Reference 17

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This paper cites Koedinger, Albert T.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Koedinger, Albert T

Reference 18

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This paper cites Learning factors analysis — a general method for cognitive model evaluation and improvement.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Learning factors analysis — a general method for cognitive model evaluation and improvement

Reference 19

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Observation 8ae5584e-3a15-4113-9177-8dce41d2722c · outbound

This paper cites The AI literacy heptagon: A structured approach to AI literacy in higher education.Computers and Education: Artificial Intelligence, 10:100540, 2026.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration The AI literacy heptagon: A structured approach to AI literacy in higher education.Computers and Education: Artificial Intelligence, 10:100540, 2026

Reference 20

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Observation 593a4199-cd39-4b73-aed1-baac158a8d58 · outbound

This paper cites McLaren, and Kenneth R.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration McLaren, and Kenneth R

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.413611Z

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Observation a3141917-0e5b-4ed8-baf0-b7f44fa1f5ad · outbound

This paper cites Large language models offer an alternative to the traditional approach of topic modelling.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Large language models offer an alternative to the traditional approach of topic modelling

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.403795Z

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Observation c1986efa-0bac-4a64-a996-6f4cac0f9bac · outbound

This paper cites ClusterLLM: Large language models as a guide for text clustering.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration ClusterLLM: Large language models as a guide for text clustering

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.394432Z

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Observation db4e5f4c-ca45-4a02-885a-d9de30e20e21 · outbound

This paper cites HICode: Hierarchical inductive coding with LLMs.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration HICode: Hierarchical inductive coding with LLMs

Reference 24

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Observation 9e103f0e-952b-409f-92bb-58d35ba338ea · outbound

This paper cites TopicGPT: A prompt-based topic modeling framework.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration TopicGPT: A prompt-based topic modeling framework

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.373966Z

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Observation 7e7f9e0c-2d19-4177-8eb0-3434d9b346ff · outbound

This paper cites Goal-driven explainable clustering via language descriptions.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Goal-driven explainable clustering via language descriptions

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.363606Z

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Observation caab18eb-b2c1-4570-ba66-afad2240ff11 · outbound

This paper cites Goal driven discovery of distributional differences via language descriptions.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Goal driven discovery of distributional differences via language descriptions

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.352939Z

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Observation 169e6495-a6a7-4eaf-9b0a-456aa02cbfbc · outbound

This paper cites Lam, Janice Teoh, James A.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Lam, Janice Teoh, James A

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.342931Z

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Observation d2ca4fe8-fb7a-4cfd-863d-0d6babb02656 · outbound

This paper cites Latent factor models meet instructions: Goal-conditioned latent factor discovery without task supervision.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Latent factor models meet instructions: Goal-conditioned latent factor discovery without task supervision

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.332741Z

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Observation f4c5f330-df14-4188-b202-d68de986aa7f · outbound

This paper cites TnT-LLM: Text mining at scale with large language models.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration TnT-LLM: Text mining at scale with large language models

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.322791Z

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Observation 57479a8a-3f10-4f40-af13-a3702a36d35e · outbound

This paper cites Clio: Privacy-Preserving Insights into Real-World AI Use.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Clio: Privacy-Preserving Insights into Real-World AI Use

Reference 31

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Observation 91a6c0a9-dc6f-494c-9554-981cd414bc0f · outbound

This paper cites Interpretable User Satisfaction Estimation for Conversational Systems with Large Language Models.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Interpretable User Satisfaction Estimation for Conversational Systems with Large Language Models

Reference 32

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Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Unresolved cited work

Reference 33

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Observation 39368e92-827b-4b1c-8ec8-eb41a41ffc9a · outbound

This paper cites Morris, et al.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Morris, et al

Reference 34

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Observation 25f64c4d-1e3e-4257-9eeb-784869870e70 · outbound

This paper cites Interpretable-by-Design Text Understanding with Iteratively Generated Concept Bottleneck.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Interpretable-by-Design Text Understanding with Iteratively Generated Concept Bottleneck

Reference 35

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Observation e662ebf0-917c-4654-b3d0-f1a540fb913c · outbound

This paper cites Bayesian concept bottleneck models with LLM priors.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Bayesian concept bottleneck models with LLM priors

Reference 36

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This paper cites LLM-based feature generation from text for interpretable machine learning.Machine Learning, 114:241, 2025.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration LLM-based feature generation from text for interpretable machine learning.Machine Learning, 114:241, 2025

Reference 37

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Observation 760c022b-e79d-4e49-84b2-bb4bb30e6890 · outbound

This paper cites Single-agent vs.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Single-agent vs

Reference 38

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Observation f695369c-f6ee-434f-9a54-01a422556c7c · outbound

This paper cites Ober, Ying Zhang, Diego Zapata-Rivera, et al.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Ober, Ying Zhang, Diego Zapata-Rivera, et al

Reference 39

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Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Unresolved cited work

Reference 40

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Observation c2947317-5d1e-4892-96b7-c32001c7569c · outbound

This paper cites Correlations between dialogue acts and learning in spoken tutoring dialogues.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Correlations between dialogue acts and learning in spoken tutoring dialogues

Reference 41

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Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Unresolved cited work

Reference 42

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Observation cd180305-32c3-4b3d-9681-986e8fce574c · outbound

This paper cites Graesser.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Graesser

Reference 43

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Observation 5627d5f5-2c87-4afa-8c53-c0cd1d7be250 · outbound

This paper cites Natural language processing in mixed-methods text analysis: A workflow approach.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Natural language processing in mixed-methods text analysis: A workflow approach

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.212707Z

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Observation 0c2387c6-c564-48a0-9568-380a88ab76b6 · outbound

This paper cites Mining the gold: Student–AI chat logs as rich sources for automated knowledge gap detection.arXiv preprint arXiv:2512.22404, 2025.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Mining the gold: Student–AI chat logs as rich sources for automated knowledge gap detection.arXiv preprint arXiv:2512.22404, 2025

Reference 45

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Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Unresolved cited work

Reference 46

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Observation eb5f63c5-e161-4bef-98d0-ec1a685bfd76 · outbound

This paper cites MPNet: Masked and permuted pre-training for language understanding.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration MPNet: Masked and permuted pre-training for language understanding

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.193416Z

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Observation 613a55ed-4567-43b4-8d23-655782d73e8d · outbound

This paper cites Thek-means algorithm: A comprehensive survey and performance evaluation.Electronics, 9(8):1295, 2020.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Thek-means algorithm: A comprehensive survey and performance evaluation.Electronics, 9(8):1295, 2020

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.183177Z

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Observation d3f501b1-fe8e-4bb5-8d74-cb493ca92951 · outbound

This paper cites Xing, Hao Zhang, Joseph E.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Xing, Hao Zhang, Joseph E

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.173158Z

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Observation 7871fd6d-c8b5-41de-b6bc-1d73aac52455 · outbound

This paper cites Correction of item-total correlations in item analysis.Psychometrika, 28(2):211–218, 1963.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Correction of item-total correlations in item analysis.Psychometrika, 28(2):211–218, 1963

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.162628Z

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Observation a377e204-d738-4139-be28-e899203bcf3a · outbound

This paper cites Harman.Modern Factor Analysis.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Harman.Modern Factor Analysis

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.151018Z

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Observation a9fee1cb-a09f-4636-94bd-afaadfa90bfb · outbound

This paper cites Rossi.Mathematical Statistics: An Introduction to Likelihood Based Inference.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Rossi.Mathematical Statistics: An Introduction to Likelihood Based Inference

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.141052Z

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Observation c3a8f49f-11ff-4e52-842c-5ca6c42143c3 · outbound

This paper cites Cook, Peter M.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Cook, Peter M

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.130413Z

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Observation 8b38fa6e-9582-48c1-bbe3-e7d56ab1028a · outbound

This paper cites Springer, New York, 2004.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Springer, New York, 2004

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.120108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 44066ff3-de01-47b2-8f69-6103b8b3cf0e · outbound

This paper cites Unpacking vibe coding: Help-seeking processes in student–AI interactions while programming.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Unpacking vibe coding: Help-seeking processes in student–AI interactions while programming

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.107585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 60e8d8e8-5768-4e0b-aecd-0711c8bc3833 · outbound

This paper cites what is the function for X.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration what is the function for X

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.094777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a3919365-30f1-4308-873d-52308b051486 · outbound

This paper cites do oneself.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration do oneself

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.081838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e9dc0eab-d04d-406d-871f-0bf2c0276904 · outbound

This paper cites Tells: specifies the output (format, constraints, what they actually need), gives context, guides how the AI should approach it — vs.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Tells: specifies the output (format, constraints, what they actually need), gives context, guides how the AI should approach it — vs

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.069344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3f2ecfe9-d71f-4b7f-a78d-55474545b5a4 · outbound

This paper cites Tells: checks the AI’s output for correctness, questions its reasoning, tests or pushes back before using it — vs.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Tells: checks the AI’s output for correctness, questions its reasoning, tests or pushes back before using it — vs

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.058202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 748644ab-c1cf-403f-8b9e-f012b0b0383d · outbound

This paper cites Tells: adapts/verifies output before using it as their own, owns the final product, signals they understand what they’re submitting — vs.

Principal Trait Analysis: Towards Deriving "Skills" in Human-AI Collaboration Tells: adapts/verifies output before using it as their own, owns the final product, signals they understand what they’re submitting — vs

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T14:18:10.046668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers