Paper Citation Record · LEDGER

Training-Free Token-Level Steering for LLM Personalized Co-Writing

As of 7 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2608.06069.

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

pith.paper-citation-record.v1
2608.06069 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:39:23.005069Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

25 of 25 outbound references displayed

verified exact1
verified fuzzy7
unresolved15
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0448363c-f610-4b59-8d08-6c1905f5b5ed · outbound

This paper cites test" and.

Training-Free Token-Level Steering for LLM Personalized Co-Writing test" and

Reference 4

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T15:39:24.622643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d9e56cd2-1b5c-48d7-aa6f-f9e9e1ae5fc6 · outbound

This paper cites Fine-tuning and Utilization Methods of Domain-specific LLMs.

Training-Free Token-Level Steering for LLM Personalized Co-Writing Fine-tuning and Utilization Methods of Domain-specific LLMs

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:21.007950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66b0f34f-8594-4b28-9cad-75b32384fe49 · outbound

This paper cites InProceedings of the 60th annual meeting of the Association for Computational Linguis- tics (Volume 1: Long papers), 8460–8478.

Training-Free Token-Level Steering for LLM Personalized Co-Writing InProceedings of the 60th annual meeting of the Association for Computational Linguis- tics (Volume 1: Long papers), 8460–8478

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:39:25.827092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c58c3b18-e4ec-4758-bd30-0f36d88a4082 · outbound

This paper cites https://ai.

Training-Free Token-Level Steering for LLM Personalized Co-Writing https://ai

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:39:25.559539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1a2e3918-7c5b-4d9f-adb6-0e2de28fdf17 · outbound

This paper cites Prototypical Human-AI Collaboration Behaviors from LLM-Assisted Writing in the Wild.

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.

Observation 38d3111d-5bb6-4933-819d-b7b4d4d3b1b6 · outbound

This paper cites CodeNet: A Large-Scale AI for Code Dataset for Learning a Diversity of Coding Tasks.

Training-Free Token-Level Steering for LLM Personalized Co-Writing CodeNet: A Large-Scale AI for Code Dataset for Learning a Diversity of Coding Tasks

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:21.727074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edd45e72-dfc8-400b-bc75-dabf921b92fb · outbound

This paper cites Learning How to Ask: Querying LMs with Mixtures of Soft Prompts.

Training-Free Token-Level Steering for LLM Personalized Co-Writing Learning How to Ask: Querying LMs with Mixtures of Soft Prompts

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:21.828057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 335d1752-1ef3-473a-be54-92288ef895c2 · outbound

This paper cites In Extended abstracts of the 2021 CHI conference on human factors in computing systems, 1–7.

Training-Free Token-Level Steering for LLM Personalized Co-Writing In Extended abstracts of the 2021 CHI conference on human factors in computing systems, 1–7

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:39:25.352665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ca8e7fdd-d273-4cb9-bccf-0860fa3459ce · outbound

This paper cites InProceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 2: Short Papers), 783–791.

Training-Free Token-Level Steering for LLM Personalized Co-Writing InProceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 2: Short Papers), 783–791

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:39:25.196383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 54eabf8e-e8a3-4ab9-8811-47ec989b388a · outbound

This paper cites Tian, Y.; and Zhang, T.

Training-Free Token-Level Steering for LLM Personalized Co-Writing Tian, Y.; and Zhang, T

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:39:24.983138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f193c41e-7372-4d34-ae79-b8a9164aea91 · outbound

This paper cites Selective Prompt Anchoring for Code Generation.

Training-Free Token-Level Steering for LLM Personalized Co-Writing Selective Prompt Anchoring for Code Generation

Reference 17

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T15:39:24.049307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8c2a46c2-26a2-4cdb-a8f1-97ed9ea0bb9c · outbound

This paper cites Finetuned Language Models Are Zero-Shot Learners.

Training-Free Token-Level Steering for LLM Personalized Co-Writing Finetuned Language Models Are Zero-Shot Learners

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:22.284307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3f9c3a6-9abd-46f4-ae17-4042ca0a0c7a · outbound

This paper cites Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation.

Training-Free Token-Level Steering for LLM Personalized Co-Writing Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:22.353822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24d62e6f-4afb-4472-8c64-3a85e4562881 · outbound

This paper cites Qwen3 Technical Report.

Training-Free Token-Level Steering for LLM Personalized Co-Writing Qwen3 Technical Report

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:22.575669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f01ed94-338c-4e8c-bdab-c6d77919c5e3 · outbound

This paper cites Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models.

Training-Free Token-Level Steering for LLM Personalized Co-Writing Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:22.709031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8818c16-db22-4456-a59d-e2c1ea9a3a79 · outbound

This paper cites Fine-tuning Large Language Models for Domain-specific Machine Translation.

Training-Free Token-Level Steering for LLM Personalized Co-Writing Fine-tuning Large Language Models for Domain-specific Machine Translation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:22.786610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6818d57a-6188-40cf-8a24-9c215a8039e2 · outbound

This paper cites an unresolved cited work.

Training-Free Token-Level Steering for LLM Personalized Co-Writing Unresolved cited work

Reference 25

Resolution: verified exact; raw_fallback, observed 2026-08-07T15:39:23.558533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dee5c6d5-5e82-41a0-a488-5c1fa1555fed · outbound

This paper cites TAMA: A Human-AI Collaborative Thematic Analysis Framework Using Multi-Agent LLMs for Clinical Interviews.

Training-Free Token-Level Steering for LLM Personalized Co-Writing TAMA: A Human-AI Collaborative Thematic Analysis Framework Using Multi-Agent LLMs for Clinical Interviews

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:22.465530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b255a2c-8eeb-4ce2-ae05-cbf489397c6d · outbound

This paper cites UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction.

Training-Free Token-Level Steering for LLM Personalized Co-Writing UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:21.439127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9e01c4d-dc65-4c1f-9901-e6a674bdac95 · outbound

This paper cites Generalization through Memorization: Nearest Neighbor Language Models.

Training-Free Token-Level Steering for LLM Personalized Co-Writing Generalization through Memorization: Nearest Neighbor Language Models

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:21.113536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86fc54e2-0250-4045-a19b-d10fbf486c08 · outbound

This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.

Training-Free Token-Level Steering for LLM Personalized Co-Writing Prefix-Tuning: Optimizing Continuous Prompts for Generation

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:21.332249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00937bed-039d-4ecb-be64-de461ce3139d · outbound

This paper cites https://github.com/ features/copilot.

Training-Free Token-Level Steering for LLM Personalized Co-Writing https://github.com/ features/copilot

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:39:26.027933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4ab8e207-ea61-44d7-9558-31cd6192b8db · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

Training-Free Token-Level Steering for LLM Personalized Co-Writing Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:20.789289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a129d40c-d089-464b-aea0-3b4e5dc0abef · outbound

This paper cites InProceedings of the 2024 conference on empirical methods in natural language processing, 1107–1128.

Training-Free Token-Level Steering for LLM Personalized Co-Writing InProceedings of the 2024 conference on empirical methods in natural language processing, 1107–1128

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:39:26.215367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8588f7a1-c866-4a74-aea5-206ac75d4a97 · outbound

This paper cites Gao, Y.; Xiong, Y.; Gao, X.; Jia, K.; Pan, J.; Bi, Y.; Dai, Y.; Sun, J.; Wang, H.; and Wang, H.

Training-Free Token-Level Steering for LLM Personalized Co-Writing Gao, Y.; Xiong, Y.; Gao, X.; Jia, K.; Pan, J.; Bi, Y.; Dai, Y.; Sun, J.; Wang, H.; and Wang, H

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T15:39:20.681285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.