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Paper Citation Record · LEDGER

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction

As of 19 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2508.18780.

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

pith.paper-citation-record.v1
2508.18780 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T16:17:17.051021Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

53 of 53 outbound references displayed

  • verified exact6
  • verified fuzzy6
  • unresolved41
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 05df31d2-630a-4498-bd75-04c391a609ff · outbound

This paper cites E.; and Briscoe, T.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction E.; and Briscoe, T

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:17:18.271248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.724523Z digest=sha256:f686d26881a03e9fd49dc2037056374a4f3627c8d14d58afc5f404de39256117

Observation 0e225930-1dc9-44cc-885a-ec5b0bd9c74f · outbound

This paper cites R.; Cao, H.; Ng, H.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction R.; Cao, H.; Ng, H

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-05T16:17:18.253917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.731096Z digest=sha256:fe36514ae4725f98208c8d7a3b089af1d2a22de9cc516625801a54fafeb6a07b

Observation 788a91f8-8e9b-4226-b043-6ab1b8263907 · outbound

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

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Is ChatGPT a Highly Fluent Grammatical Error Correction System? A Comprehensive Evaluation

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:16.737608Z digest=sha256:27b0cfb24ac1803b498c487d4e684104fb64e1e9f54ab709a4b58dc25b9ac026

Observation 02b0b86d-90fe-410f-92e7-83ea8f0201c5 · outbound

This paper cites ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving

Reference 4

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no resolver link, observed 2026-08-05T16:17:16.743510Z

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source=arxiv_source observed=2026-08-05T16:17:16.743510Z digest=sha256:5c47cd014021c95de821e39ac45e8ccf816cd312862ad724c666681b97f14e00

Observation 4eb50cb9-c4a7-4892-8e02-1951ac5b467e · outbound

This paper cites The Llama 3 Herd of Models.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction The Llama 3 Herd of Models

Reference 5

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:16.750037Z digest=sha256:f6e86cebb30b78c2c972f1ad11d693b421578847c1a5bce2457b92bbb968e851

Observation cf6b64c9-6f42-4988-a475-6c9e6407ac77 · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 6

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raw_fallback, observed 2026-08-05T16:17:18.236572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.757419Z digest=sha256:113c9cf64ae73333a914b1bd95557655788a1e804fb4282ece6234957783a9dd

Observation e91f02f3-671d-426e-b47c-4740285a5322 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 7

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no resolver link, observed 2026-08-05T16:17:16.763949Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-05T16:17:16.763949Z digest=sha256:4b7c7463193fd9e1dbdf6b991fa0ca5330e761caff9aba4baf49398fc1bccd64

Observation d29089d1-ab5d-4642-9297-0263a1976c71 · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 8

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no resolver link, observed 2026-08-05T16:17:16.770074Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:16.770074Z digest=sha256:525ccae092276ad0c2f9184514dbac971bc758babe5b08fb0fb15e69fe8b94e4

Observation 804e70b8-bf3c-4adf-9c3c-278374678e16 · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 9

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source=arxiv_source observed=2026-08-05T16:17:16.777317Z digest=sha256:e092cd92a5f0753ac3a33a9a91812091c427687f3cfccb17c0285c2a47acd1f0

Observation 3fe04be5-5460-42cf-83b3-baec494bbe61 · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 10

Resolution
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raw_fallback, observed 2026-08-05T16:17:18.220036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.782544Z digest=sha256:a6e14e1ff6ab5b91c3cd7afcab13cb4646eac3a2be42e190879106cd2bd52b1c

Observation 41391e8c-6231-414e-8e88-e2ba91ac6ab0 · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 11

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.788718Z digest=sha256:031282dc04f426ef84d500fd7ec4825ec5e7f4cbb4d679182d5044bea61b9418

Observation 83bcfb1a-70c5-4813-852d-a02fe6c35565 · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 12

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:16.795443Z digest=sha256:ce2bfb287682ea8eb1e6b99f17e732d232ca6ffdadc308036940bfc0c461f862

Observation acab9148-140f-4a73-b3fb-14d5f38a0978 · outbound

This paper cites BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension

Reference 13

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:16.804211Z digest=sha256:fa5e2a476066d3eaba8c7d2a17e86ec37d196daf3700fad7f7dd7f57e58de672

Observation 225424b4-2d5e-4295-aea6-c12f2b9235ab · outbound

This paper cites Detection-Correction Structure via General Language Model for Grammatical Error Correction.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Detection-Correction Structure via General Language Model for Grammatical Error Correction

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-08-05T16:17:17.449866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.810771Z digest=sha256:ead43ec22f3ff8d0c808ba333805e986db0c4d254deb130e5b05d632834014da

Observation 6a3e08fd-da83-46f4-8a76-dfd42cea623b · outbound

This paper cites ToRL: Scaling Tool-Integrated RL.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction ToRL: Scaling Tool-Integrated RL

Reference 15

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no resolver link, observed 2026-08-05T16:17:16.817954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:16.817954Z digest=sha256:4b894d4c1f9b4ee0f6423d6318c70df33de7e92f87319ddfa4ff87b218e8d9bc

Observation 693c9944-fc04-4b67-a5af-959a8698588c · outbound

This paper cites Rethinking the Roles of Large Language Models in Chinese Grammatical Error Correction.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Rethinking the Roles of Large Language Models in Chinese Grammatical Error Correction

Reference 16

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no resolver link, observed 2026-08-05T16:17:16.823951Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:16.823951Z digest=sha256:410c0deb92b2fe7692e5d82384c925c03715e23c946e5d619f3adf1cf233b0a5

Observation 5bc05247-f1e1-4b37-b3f4-379ef714419c · outbound

This paper cites Data Weighted Training Strategies for Grammatical Error Correction.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Data Weighted Training Strategies for Grammatical Error Correction

Reference 17

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verified exact
local_arxiv, observed 2026-08-05T16:17:17.360999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.830911Z digest=sha256:ba6790b49cd829e39e886cbf559cc89335bc3026b82584aad580c2b4e3a4aa80

Observation a1ff9ea7-3711-4d7c-abc1-dff1a55fb622 · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 18

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raw_fallback, observed 2026-08-05T16:17:18.187327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.837325Z digest=sha256:73b884c998e0c4f1ff055713229cbc8ac7ddbfba8485fa8dc9c68e03a15912cd

Observation 0c0ba964-6514-4b4c-bae9-7f19b7040e9d · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 19

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.844721Z digest=sha256:6f7d6b4c2b4f5f3d974bdedb67b83a38e9903eebfc9dd6068d27fd01a0601d85

Observation 70bd8ae6-8e7b-44bf-89df-5edc7143731e · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 20

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.851828Z digest=sha256:6038856ac3cee836cb99e117f2e653b115cbfdfd0f555b51c99c72fd8a68489d

Observation 422e92f5-0262-4619-a712-2f2b5407f084 · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.859201Z digest=sha256:97b17e2797705b769af83ce4986a7220d3b995ab4fdcb497fae28244116761da

Observation e51d16d2-ae5d-4683-a436-baf38050f3fa · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 22

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raw_fallback, observed 2026-08-05T16:17:18.117024Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.864748Z digest=sha256:6ce2abb08736cecc79a2dfe30d0b57746003b0842767405164ea6c5dc44870d5

Observation 85a0ee70-c8a7-4424-80f7-119f31ca7ed0 · outbound

This paper cites T.; Wu, S.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction T.; Wu, S

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-05T16:17:18.099778Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.870558Z digest=sha256:8b17e87b907bbe6d4a3d69eec7dcc272e69a715b227e651bb53fa3b935addd6c

Observation 3e31db7f-3880-497f-8595-8ac56c43163e · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 24

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.876402Z digest=sha256:ce739eba733ed20ff63acdcac98d83a6b1a8d39c984ade8af38db696fbf95a3a

Observation 85fd116e-dc14-4c42-a125-e17d303896c2 · outbound

This paper cites GPT-4 Technical Report.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction GPT-4 Technical Report

Reference 25

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source=arxiv_source observed=2026-08-05T16:17:16.882647Z digest=sha256:f1f4f75626a8e8e679c39c784e7547b3e13076ddf33f9eac0f2b87a2a33aeb49

Observation 046b6d5d-3beb-48f1-9c1e-b751528315e8 · outbound

This paper cites OpenAI o1 System Card.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction OpenAI o1 System Card

Reference 26

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no resolver link, observed 2026-08-05T16:17:16.888939Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:16.888939Z digest=sha256:acb64ffc19d717c74ee23f1d54eed7a8611a7f69c1fcef8fb73567349c11cf16

Observation 48a9604d-8990-4986-b119-eada7dea8e80 · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 27

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raw_fallback, observed 2026-08-05T16:17:18.062489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.894798Z digest=sha256:65574eee76a30364ab23b7036f8ada4c17fc1ed91f5d3bc091f3dffdc7746a63

Observation ac69d94d-2b8e-469d-8074-b1a75e990358 · outbound

This paper cites R.; Na, S.-H.; and Ng, H.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction R.; Na, S.-H.; and Ng, H

Reference 28

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verified fuzzy
raw_fallback, observed 2026-08-05T16:17:18.040499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.901077Z digest=sha256:25fab2d0ef19f2a8383bb97a2490215e7beeaefa10a8a082bbfc998b9662943c

Observation af138ce1-9820-40e4-b48b-0efb7d25b946 · outbound

This paper cites Evaluating the Capability of Large-scale Language Models on Chinese Grammatical Error Correction Task.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Evaluating the Capability of Large-scale Language Models on Chinese Grammatical Error Correction Task

Reference 29

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verified exact
local_arxiv, observed 2026-08-05T16:17:17.294916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.906988Z digest=sha256:b81e443cbda675811ba01c5049e14b9eb7eacee3c6d41132dfe89886f3c38f34

Observation ea024f1c-3c43-4030-acea-016c778c44be · outbound

This paper cites D.; Ermon, S.; and Finn, C.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction D.; Ermon, S.; and Finn, C

Reference 30

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raw_fallback, observed 2026-08-05T16:17:18.015888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.912818Z digest=sha256:d897efa2d58def72cfadb1714ce57ef9e53e39b502532fb8e6b91e321c4b2f10

Observation bbc43894-1d6f-41c7-9fa5-e7d79c79bdb5 · outbound

This paper cites M.; Roberts, A.; Lee, K.; Narang, S.; Matena, M.; Zhou, Y.; Li, W.; and Liu, P.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction M.; Roberts, A.; Lee, K.; Narang, S.; Matena, M.; Zhou, Y.; Li, W.; and Liu, P

Reference 31

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raw_fallback, observed 2026-08-05T16:17:17.996155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.918972Z digest=sha256:a04555ed726901b22385e0ee04b1d68b4435015243d8c9bf2cf7c6da2ce25c1a

Observation e95b4cee-6c9d-4d97-b021-aaf849088402 · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 32

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unresolved
raw_fallback, observed 2026-08-05T16:17:17.975560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.924585Z digest=sha256:475fc97f12f2ae4718ab8db8ce577273afa9d62a1e127dab3095c28a8cd51d9e

Observation 639195ee-7bf7-44da-a1f0-9465af23efba · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 33

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unresolved
no resolver link, observed 2026-08-05T16:17:16.929634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:16.929634Z digest=sha256:cc9b4540f54d33d9e0e46de17558c0bf9557f3d258fcced9fdc194069fd2d9f6

Observation a740d3e9-ecf6-44c7-80bf-8a9c918ac40d · outbound

This paper cites Proximal Policy Optimization Algorithms.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Proximal Policy Optimization Algorithms

Reference 34

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no resolver link, observed 2026-08-05T16:17:16.935474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:16.935474Z digest=sha256:c4bd2d9c5eca8649983bc34dbb24c1abe4c72cbdc818cc0b1aae31e3af7e20ce

Observation 9c9e5196-d1bc-4fa8-9753-df892603d7d5 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 35

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no resolver link, observed 2026-08-05T16:17:16.942674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:16.942674Z digest=sha256:6e47da549932ee791e629f55a2a746a1ed8a2f18d3d9251ee2985e96a36f8ef1

Observation e4ebbdd5-29af-4d8c-9ef3-79c538bced71 · outbound

This paper cites R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Reference 36

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no resolver link, observed 2026-08-05T16:17:16.948720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:16.948720Z digest=sha256:1472d83d6fc185cae17054717c7121aa376694dbcac0654f582b483335a664b3

Observation 21f60545-578f-4361-abd1-02c21fad5548 · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:17:17.944119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.955045Z digest=sha256:f983c409175237df51623d7388f4f8c9e21aa765343bd7d403470337f5c86b93

Observation f822b6d6-b2d1-435c-b4eb-f2451924e8f7 · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:17:17.923784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.960532Z digest=sha256:a74295033a28823b5eb7c7201b1b0eee295e4597bcf62595ed4c618b6c672c98

Observation e3b0a142-3161-4c4c-ab72-3255cdfee2f1 · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:17:17.902702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.966269Z digest=sha256:264af66983fc2a476d5de7926addb72a6917efb378af3343923806ed78981896

Observation 833d3147-bbea-4e69-b662-398ddad100a5 · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:17:17.882717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.971520Z digest=sha256:17a816742291893477acb3737935aa84861bbfd5561bccc62be98fc1e7c79036

Observation 2b36eaf2-2700-4971-815f-a74a92f3dfd2 · outbound

This paper cites Ungrammatical-syntax-based In-context Example Selection for Grammatical Error Correction.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Ungrammatical-syntax-based In-context Example Selection for Grammatical Error Correction

Reference 41

Resolution
verified exact
local_arxiv, observed 2026-08-05T16:17:17.214371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.978696Z digest=sha256:4eeb79fe80e1e09af76b871064ca1512f7c562a1b343eef76e1e305b2ae45959

Observation 0238dddc-c0e4-4300-b944-c1f1736b369f · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:17:17.859505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.986893Z digest=sha256:ffc6aa377b360abc03f2a7663ab570546fe552774446cd3248d8e93bdf43fb57

Observation 86a7a4a8-7625-490d-b7ff-00bae83b5c12 · outbound

This paper cites LM-Combiner: A Contextual Rewriting Model for Chinese Grammatical Error Correction.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction LM-Combiner: A Contextual Rewriting Model for Chinese Grammatical Error Correction

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-08-05T16:17:17.188375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.993985Z digest=sha256:3519d6b8f0dec248937c2cc047db133566bdb5bd442b83fa647fd4c04faabc9e

Observation fdcae10d-2824-46d9-a537-edb2f77193a0 · outbound

This paper cites Improving Grammatical Error Correction via Contextual Data Augmentation.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Improving Grammatical Error Correction via Contextual Data Augmentation

Reference 44

Resolution
verified exact
local_arxiv, observed 2026-08-05T16:17:17.161153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:16.999233Z digest=sha256:d62b8e6c2488deb4da7b15096d754110607d74629b2d279e192b98739ae222ef

Observation 0a54d380-8cdc-405e-8db7-b6d9a99c1217 · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:17:17.834745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:17.004485Z digest=sha256:9ad20240a7b99e3ef51deb471a7b401571c1435748fcc276f012a5b63560b76f

Observation 7cbb319d-c6b2-4cab-820f-73fa301c2269 · outbound

This paper cites Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-05T16:17:17.009198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:17.009198Z digest=sha256:035cf8833190f4135375935b87b7b8f7b12f0a3a3456250abe4f5a29e3adbd15

Observation feb600e7-f5f1-4916-99c9-607cb600c558 · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:17:17.815936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:17.014213Z digest=sha256:9998cb0bdc1f24127dbc4515f9692f303029eb91c77766b20ea95600aa8b0e8f

Observation cffa4025-713f-4ac1-b734-79754fb18788 · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:17:17.798590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:17.018823Z digest=sha256:ec3629f138bf4a25d3ad027af6177aee9df3d82198351e01aeedf5a35f48bde6

Observation a4494b1a-f8c2-4282-af91-cab1011225a3 · outbound

This paper cites StepTool: Enhancing Multi-Step Tool Usage in LLMs via Step-Grained Reinforcement Learning.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction StepTool: Enhancing Multi-Step Tool Usage in LLMs via Step-Grained Reinforcement Learning

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-05T16:17:17.023492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:17.023492Z digest=sha256:455046a15564eb640d769aa92e3e89d46a3741d5cc9c55e8ce2c7cdbd6782ae5

Observation 2fda0d49-3a94-4a34-91f5-0784f35c0eb3 · outbound

This paper cites Multi-Task Instruction Tuning of LLaMa for Specific Scenarios: A Preliminary Study on Writing Assistance.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Multi-Task Instruction Tuning of LLaMa for Specific Scenarios: A Preliminary Study on Writing Assistance

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-05T16:17:17.033042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:17.033042Z digest=sha256:8f01f1909944c328f8b152b75ab226db971cd0bd86698810a601580e022be56f

Observation 38d351bd-715e-403b-9212-ceebeaefb00f · outbound

This paper cites an unresolved cited work.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:17:17.781836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T16:17:17.038906Z digest=sha256:31f3a40395e7533c694d73ddd6206c6e90b1062b9218eef3e434bde56cfefb9c

Observation 2cbdc311-0053-4078-a184-48ed6f2fbecc · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction , " * write output.state after.block = add.period write newline

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-05T16:17:17.044745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:17.044745Z digest=sha256:1dbd131cd8d30d8947ddac5a799c025611161d3a7a12ada2c0a20e0b8f6b7cd6

Observation 6e65b06b-bff6-4517-b1f2-d14a5cc5c261 · outbound

This paper cites write newline.

Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction write newline

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-05T16:17:17.051021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:17:17.051021Z digest=sha256:5bd22b38fad71164a90669922113dc251eac581a55a0eb6740afb48d25f61df2

Pith citing papers

No inbound Pith citation observations are available.