Paper Citation Record · LEDGER

Help Me Write a Story: Evaluating LLMs' Ability to Generate Writing Feedback

As of 8 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2507.16007.

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

pith.paper-citation-record.v1
2507.16007 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:24:24.772521Z

measured 12 of 12 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 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

12 of 12 outbound references displayed

verified exact0
verified fuzzy8
unresolved3
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4dcc7d48-5bfe-4ba7-9c58-fd5224a1d5ba · outbound

This paper cites No, the text does not give any feedback.

Help Me Write a Story: Evaluating LLMs' Ability to Generate Writing Feedback No, the text does not give any feedback

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:24:26.290795Z

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 7dbbb016-8313-4d23-bb54-a81c736b0838 · outbound

This paper cites perfect as-is.

Help Me Write a Story: Evaluating LLMs' Ability to Generate Writing Feedback perfect as-is

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:24:26.100176Z

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 d31af00e-a734-452c-aaee-bace62da81a0 · outbound

This paper cites perfect as-is.

Help Me Write a Story: Evaluating LLMs' Ability to Generate Writing Feedback perfect as-is

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:24:25.948042Z

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 f84957d4-5eb7-4639-8371-c743f4dd7c25 · outbound

This paper cites Every piece of feedback is correct.

Help Me Write a Story: Evaluating LLMs' Ability to Generate Writing Feedback Every piece of feedback is correct

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:24:25.721154Z

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 7907a35c-9536-4422-97e0-29b98c9552e5 · outbound

This paper cites perfect as-is.

Help Me Write a Story: Evaluating LLMs' Ability to Generate Writing Feedback perfect as-is

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:24:26.417788Z

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 865aca55-926c-45f6-b89e-1be62332dda7 · outbound

This paper cites Yes, the feedback is about this story.

Help Me Write a Story: Evaluating LLMs' Ability to Generate Writing Feedback Yes, the feedback is about this story

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:24:25.289975Z

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 0ca3549d-dac8-4694-9f9c-5e526cfb14e9 · outbound

This paper cites Somewhat.

Help Me Write a Story: Evaluating LLMs' Ability to Generate Writing Feedback Somewhat

Reference 7

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T15:24:25.074837Z

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 34baf2d3-df60-43ae-a7df-6e5c74299418 · outbound

This paper cites I don’t see any big problems in the story.

Help Me Write a Story: Evaluating LLMs' Ability to Generate Writing Feedback I don’t see any big problems in the story

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:24:25.499284Z

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 34aa02cd-8d4d-41c7-b794-c70671cb84b8 · outbound

This paper cites Transactions of the Associ- ation for Computational Linguistics, 8:264–280.

Help Me Write a Story: Evaluating LLMs' Ability to Generate Writing Feedback Transactions of the Associ- ation for Computational Linguistics, 8:264–280

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:24:26.585691Z

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 d56d6746-6bd2-4c1a-b4c6-70a7249fd34c · outbound

This paper cites Help me write a poem: Instruction Tuning as a Vehicle for Collaborative Poetry Writing.

Help Me Write a Story: Evaluating LLMs' Ability to Generate Writing Feedback Help me write a poem: Instruction Tuning as a Vehicle for Collaborative Poetry Writing

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T15:24:24.013762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe9d4f3d-bff4-4618-9138-ae37dff29d0f · outbound

This paper cites Art or Artifice? Large Language Models and the False Promise of Creativity.

Help Me Write a Story: Evaluating LLMs' Ability to Generate Writing Feedback Art or Artifice? Large Language Models and the False Promise of Creativity

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T15:24:23.927766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d86a3bb4-3ac4-47d5-8619-4de66cec4b8e · outbound

This paper cites Agents' Room: Narrative Generation through Multi-step Collaboration.

Help Me Write a Story: Evaluating LLMs' Ability to Generate Writing Feedback Agents' Room: Narrative Generation through Multi-step Collaboration

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T15:24:24.063202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.