Paper Citation Record · LEDGER

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification

As of 9 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2508.09378.

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

pith.paper-citation-record.v1
2508.09378 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:09:02.028314Z

measured 23 of 23 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

23 of 23 outbound references displayed

verified exact0
verified fuzzy14
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a1029c46-05a5-41ee-b36c-6a9f3bc225bf · outbound

This paper cites In Proceedings of the Fourteenth Workshop on Innovative Use of NLP for Building Educational Applications, pages 52–75, Florence, Italy.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification In Proceedings of the Fourteenth Workshop on Innovative Use of NLP for Building Educational Applications, pages 52–75, Florence, Italy

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:09:08.294302Z

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 d74c09c4-2f42-407c-9266-cfa74f6f85f9 · outbound

This paper cites Is ChatGPT a Highly Fluent Grammatical Error Correction System? A Comprehensive Evaluation.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification Is ChatGPT a Highly Fluent Grammatical Error Correction System? A Comprehensive Evaluation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T21:08:59.674113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ef1a7d6-c73c-49c4-a68c-c1ffda6487a3 · outbound

This paper cites Is it Possible to Modify Text to a Target Readability Level? An Initial Investigation Using Zero-Shot Large Language Models.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification Is it Possible to Modify Text to a Target Readability Level? An Initial Investigation Using Zero-Shot Large Language Models

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T21:09:02.345562Z

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 a036d8a5-f184-4753-8751-aff31f1d9adb · outbound

This paper cites In Proceedings of the 61st Annual Meeting of the As- sociation for Computational Linguistics (Volume 1: Long Papers), pages 1935–1952, Toronto, Canada.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification In Proceedings of the 61st Annual Meeting of the As- sociation for Computational Linguistics (Volume 1: Long Papers), pages 1935–1952, Toronto, Canada

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:09:07.585680Z

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 3dc325e7-930e-4d6f-bc4d-e4b78dd1a2ec · outbound

This paper cites In Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification In Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:09:06.184125Z

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 2576b3e6-4b88-475c-b7d2-4290365600f7 · outbound

This paper cites In Proceedings of the 2024 Joint International Conference on Compu- tational Linguistics, Language Resources and Eval- uation (LREC-COLING.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification In Proceedings of the 2024 Joint International Conference on Compu- tational Linguistics, Language Resources and Eval- uation (LREC-COLING

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:09:05.714646Z

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 9701bf48-d594-4aaa-b38c-3c59c85f64ee · outbound

This paper cites In Proceedings of the 2023 Confer- ence on Empirical Methods in Natural Language Pro- cessing, pages 13291–13309, Singapore.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification In Proceedings of the 2023 Confer- ence on Empirical Methods in Natural Language Pro- cessing, pages 13291–13309, Singapore

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:09:05.420908Z

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 7f3adf9e-efaf-4515-b231-9be09d2267be · outbound

This paper cites Large Language Models Understand and Can be Enhanced by Emotional Stimuli.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification Large Language Models Understand and Can be Enhanced by Emotional Stimuli

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T21:09:00.397990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2532254-95f1-4794-bb32-53cfcffba4f7 · outbound

This paper cites In Proceedings of the 18th Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2023), pages 205–219, Toronto, Canada.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification In Proceedings of the 18th Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2023), pages 205–219, Toronto, Canada

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:09:05.097991Z

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 20bc0b4b-0d70-4559-9c40-e016ec50a2bb · outbound

This paper cites Are Large Language Models Good Prompt Optimizers?.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification Are Large Language Models Good Prompt Optimizers?

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T21:09:00.807379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c42b736e-0005-4d38-aec1-bedc354aa832 · outbound

This paper cites In Proceedings of the 19th Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2024), pages 17–33, Mexico City, Mexico.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification In Proceedings of the 19th Workshop on Innovative Use of NLP for Building Educational Applications (BEA 2024), pages 17–33, Mexico City, Mexico

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:09:04.798850Z

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 5da79cdb-e774-4576-b792-0638ced5403d · outbound

This paper cites gradient descent.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification gradient descent

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:09:04.444782Z

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 305cac1a-baf8-416d-bfd7-ed63662a90fd · outbound

This paper cites Redefining Simplicity: Benchmarking Large Language Models from Lexical to Document Simplification.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification Redefining Simplicity: Benchmarking Large Language Models from Lexical to Document Simplification

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T21:09:01.284133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 050bfd37-a78e-45b7-a0dc-f37e821fdcb4 · outbound

This paper cites In Findings of the Association for Computational Linguistics: EMNLP 2023, pages 5274–5291, Singapore.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification In Findings of the Association for Computational Linguistics: EMNLP 2023, pages 5274–5291, Singapore

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:09:04.187744Z

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 24e66cf9-77ae-40d2-a128-b787fa489c41 · outbound

This paper cites an unresolved cited work.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:09:03.834007Z

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 04570138-e9cc-41ba-a7d6-856c440bcf17 · outbound

This paper cites In Findings of the Association for Com- putational Linguistics: ACL 2024 , pages 355–385, Bangkok, Thailand.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification In Findings of the Association for Com- putational Linguistics: ACL 2024 , pages 355–385, Bangkok, Thailand

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:09:03.526952Z

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 1eb412e3-fd09-4f8e-b42a-3f3e4f057648 · outbound

This paper cites In The Eleventh International Conference on Learn- ing Representations, ICLR 2023, Kigali, Rwanda, May 1-5,.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification In The Eleventh International Conference on Learn- ing Representations, ICLR 2023, Kigali, Rwanda, May 1-5,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:09:03.232854Z

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 b568774a-6bba-43d7-8130-7dfcbebee88e · outbound

This paper cites In The Eleventh International Conference on Learning Representations, ICLR 2023, Kigali, Rwanda, May 1-5,.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification In The Eleventh International Conference on Learning Representations, ICLR 2023, Kigali, Rwanda, May 1-5,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:09:02.914348Z

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 250e7b2e-bab4-43a3-8763-e910d1ed87eb · outbound

This paper cites an unresolved cited work.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification Unresolved cited work

Reference 2019

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:09:08.497893Z

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 346b47dc-ece8-4374-a2e0-8398f56ff383 · outbound

This paper cites In Proceedings of the 2022 Conference on Empiri- cal Methods in Natural Language Processing, pages 3369–3391, Abu Dhabi, United Arab Emirates.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification In Proceedings of the 2022 Conference on Empiri- cal Methods in Natural Language Processing, pages 3369–3391, Abu Dhabi, United Arab Emirates

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:09:07.889505Z

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 8252ef05-afeb-43e7-8825-b21556b0b1a7 · outbound

This paper cites Analyzing the Performance of GPT-3.5 and GPT-4 in Grammatical Error Correction.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification Analyzing the Performance of GPT-3.5 and GPT-4 in Grammatical Error Correction

Reference 2023

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T21:09:02.650340Z

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 a85d826e-64e2-4891-9b9e-4ca4e33c2501 · outbound

This paper cites In Findings of the Associa- tion for Computational Linguistics: ACL 2024, pages 11952–11967, Bangkok, Thailand.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification In Findings of the Associa- tion for Computational Linguistics: ACL 2024, pages 11952–11967, Bangkok, Thailand

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:09:08.148572Z

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 68424d0a-da1e-491a-b383-22ea1efef6fc · outbound

This paper cites A Survey of Automatic Prompt Engineering: An Optimization Perspective.

APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification A Survey of Automatic Prompt Engineering: An Optimization Perspective

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T21:09:00.538515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.