Paper Citation Record · LEDGER

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild

As of 8 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 5 inbound Pith citation observations for arXiv:2505.16023.

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

pith.paper-citation-record.v1
2505.16023 v3

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:11:18.171892Z

measured 22 of 22 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 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:39:21.613815Z

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

17 of 17 outbound references displayed

verified exact0
verified fuzzy6
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 4ab25f83-896d-4e63-b1f8-68eb9fc5a89c · outbound

This paper cites an unresolved cited work.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:11:18.473236Z

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 aa0356f6-1cec-4023-906b-ada2a2847f8b · outbound

This paper cites yes please.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild yes please

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:11:18.453088Z

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 84d84545-0a95-4b18-86f3-d8e553b80476 · outbound

This paper cites "It makes you think": Provocations Help Restore Critical Thinking to AI-Assisted Knowledge Work.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild "It makes you think": Provocations Help Restore Critical Thinking to AI-Assisted Knowledge Work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:11:18.064608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 675e3596-6dce-4f54-a1f5-d43d016a4c64 · outbound

This paper cites The Widespread Adoption of Large Language Model-Assisted Writing Across Society.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild The Widespread Adoption of Large Language Model-Assisted Writing Across Society

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:11:18.099124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 812a8221-6fcc-4495-b8ef-2859a8d7d28e · outbound

This paper cites Contextualized Evaluations: Judging Language Model Responses to Underspecified Queries.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild Contextualized Evaluations: Judging Language Model Responses to Underspecified Queries

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:11:18.110360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 876afd0a-3cc5-4ed7-9913-991092bfe31e · outbound

This paper cites Challenges in Trustworthy Human Evaluation of Chatbots.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild Challenges in Trustworthy Human Evaluation of Chatbots

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:11:18.124381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09889988-2c3b-4040-ab7c-3f3bdf732661 · outbound

This paper cites an unresolved cited work.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:11:18.435393Z

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 40107552-86ae-4ecd-af57-08a7d89a58eb · outbound

This paper cites Msitu Africa is requesting for funding through crowdfunding websites. Write for me a small compelling write up requesting for funds.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild Msitu Africa is requesting for funding through crowdfunding websites. Write for me a small compelling write up requesting for funds

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:11:18.418940Z

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 7fce5ccc-9877-4062-a7db-23da62aa6278 · outbound

This paper cites an unresolved cited work.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:11:18.400849Z

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 a0d512ec-ec31-4a15-89c4-a34dbd57331d · outbound

This paper cites say better and more professional: Beckey, really appreciate your advocacy during.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild say better and more professional: Beckey, really appreciate your advocacy during

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:11:18.383187Z

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 8a2beb15-031d-4d65-bdb3-34e34bafd16f · outbound

This paper cites Nathan Eagle and Alex Sandy Pentland.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild Nathan Eagle and Alex Sandy Pentland

Reference 372

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:11:18.529228Z

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 dff8e9e7-2578-4efa-90df-fe3e2db772fd · outbound

This paper cites Conversational User-AI Intervention: A Study on Prompt Rewriting for Improved LLM Response Generation.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild Conversational User-AI Intervention: A Study on Prompt Rewriting for Improved LLM Response Generation

Reference 2009

Resolution: unresolved; no resolver link, observed 2026-08-07T15:11:18.117771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 342674ac-76c4-4ce8-b144-f92aeb236640 · outbound

This paper cites Understanding Communication Preferences of Information Workers in Engagement with Text-Based Conversational Agents.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild Understanding Communication Preferences of Information Workers in Engagement with Text-Based Conversational Agents

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-07T15:11:18.057945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf4ab28a-0730-4db7-8244-5e89c1c898dd · outbound

This paper cites InProceedings of the 2019 CHI Confer- ence on Human Factors in Computing Systems, CHI ’19, page 1–18, New York, NY , USA.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild InProceedings of the 2019 CHI Confer- ence on Human Factors in Computing Systems, CHI ’19, page 1–18, New York, NY , USA

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:11:18.510796Z

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 57921557-4f37-423d-993e-314d3d5eadd0 · outbound

This paper cites Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-07T15:11:18.092051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da394b53-ff77-42a9-8aeb-c3b88c860d6e · outbound

This paper cites In Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems, CHI ’24, New York, NY , USA.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild In Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems, CHI ’24, New York, NY , USA

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:11:18.493161Z

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 cc84f9c9-101e-47f4-ae4c-07200ee71f12 · outbound

This paper cites AI Suggestions Homogenize Writing Toward Western Styles and Diminish Cultural Nuances.

Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild AI Suggestions Homogenize Writing Toward Western Styles and Diminish Cultural Nuances

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T15:11:18.050067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3f65152e-d685-4d23-8573-6207425967ee · inbound

Oldie but Goodie: Re-illuminating Label Propagation on Graphs with Partially Observed Features cites this paper.

Oldie but Goodie: Re-illuminating Label Propagation on Graphs with Partially Observed Features Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T05:49:54.602930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44d827d0-754c-4a6d-9403-7f70307b8750 · inbound

Evaluating Style-Personalized Text Generation: Challenges and Directions cites this paper.

Evaluating Style-Personalized Text Generation: Challenges and Directions Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:43.175302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5769b3bf-9633-47e6-81ec-692741c103e1 · inbound

Componentization: Decomposing Monolithic LLM Responses into Manipulable Semantic Units cites this paper.

Componentization: Decomposing Monolithic LLM Responses into Manipulable Semantic Units Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T21:06:13.287021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4f88a17-f2f9-4487-a002-d960d5e427e9 · inbound

From Planning to Revision: How AI Writing Support at Different Stages Alters Ownership cites this paper.

From Planning to Revision: How AI Writing Support at Different Stages Alters Ownership Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-10T16:15:33.878133Z

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 1a2e3918-7c5b-4d9f-adb6-0e2de28fdf17 · inbound

Training-Free Token-Level Steering for LLM Personalized Co-Writing cites this paper.

Training-Free Token-Level Steering for LLM Personalized Co-Writing Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:21.613815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.