Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T16:17:17.051021Z
Paper Citation Record · LEDGER
As of 10 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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T16:17:17.051021Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
53 of 53 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 05df31d2-630a-4498-bd75-04c391a609ff · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction E.; and Briscoe, T
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0e225930-1dc9-44cc-885a-ec5b0bd9c74f · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction R.; Cao, H.; Ng, H
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 788a91f8-8e9b-4226-b043-6ab1b8263907 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Is ChatGPT a Highly Fluent Grammatical Error Correction System? A Comprehensive Evaluation
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02b0b86d-90fe-410f-92e7-83ea8f0201c5 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4eb50cb9-c4a7-4892-8e02-1951ac5b467e · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction The Llama 3 Herd of Models
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf6b64c9-6f42-4988-a475-6c9e6407ac77 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e91f02f3-671d-426e-b47c-4740285a5322 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d29089d1-ab5d-4642-9297-0263a1976c71 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 804e70b8-bf3c-4adf-9c3c-278374678e16 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3fe04be5-5460-42cf-83b3-baec494bbe61 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 41391e8c-6231-414e-8e88-e2ba91ac6ab0 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 83bcfb1a-70c5-4813-852d-a02fe6c35565 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acab9148-140f-4a73-b3fb-14d5f38a0978 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 225424b4-2d5e-4295-aea6-c12f2b9235ab · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Detection-Correction Structure via General Language Model for Grammatical Error Correction
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6a3e08fd-da83-46f4-8a76-dfd42cea623b · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction ToRL: Scaling Tool-Integrated RL
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 693c9944-fc04-4b67-a5af-959a8698588c · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Rethinking the Roles of Large Language Models in Chinese Grammatical Error Correction
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bc05247-f1e1-4b37-b3f4-379ef714419c · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Data Weighted Training Strategies for Grammatical Error Correction
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a1ff9ea7-3711-4d7c-abc1-dff1a55fb622 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0c0ba964-6514-4b4c-bae9-7f19b7040e9d · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 70bd8ae6-8e7b-44bf-89df-5edc7143731e · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 422e92f5-0262-4619-a712-2f2b5407f084 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e51d16d2-ae5d-4683-a436-baf38050f3fa · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 85a0ee70-c8a7-4424-80f7-119f31ca7ed0 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction T.; Wu, S
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3e31db7f-3880-497f-8595-8ac56c43163e · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 85fd116e-dc14-4c42-a125-e17d303896c2 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction GPT-4 Technical Report
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 046b6d5d-3beb-48f1-9c1e-b751528315e8 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction OpenAI o1 System Card
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48a9604d-8990-4986-b119-eada7dea8e80 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ac69d94d-2b8e-469d-8074-b1a75e990358 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction R.; Na, S.-H.; and Ng, H
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation af138ce1-9820-40e4-b48b-0efb7d25b946 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ea024f1c-3c43-4030-acea-016c778c44be · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction D.; Ermon, S.; and Finn, C
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bbc43894-1d6f-41c7-9fa5-e7d79c79bdb5 · outbound
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
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e95b4cee-6c9d-4d97-b021-aaf849088402 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 639195ee-7bf7-44da-a1f0-9465af23efba · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a740d3e9-ecf6-44c7-80bf-8a9c918ac40d · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Proximal Policy Optimization Algorithms
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c9e5196-d1bc-4fa8-9753-df892603d7d5 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4ebbdd5-29af-4d8c-9ef3-79c538bced71 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21f60545-578f-4361-abd1-02c21fad5548 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f822b6d6-b2d1-435c-b4eb-f2451924e8f7 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e3b0a142-3161-4c4c-ab72-3255cdfee2f1 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 833d3147-bbea-4e69-b662-398ddad100a5 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2b36eaf2-2700-4971-815f-a74a92f3dfd2 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Ungrammatical-syntax-based In-context Example Selection for Grammatical Error Correction
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0238dddc-c0e4-4300-b944-c1f1736b369f · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 86a7a4a8-7625-490d-b7ff-00bae83b5c12 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction LM-Combiner: A Contextual Rewriting Model for Chinese Grammatical Error Correction
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation fdcae10d-2824-46d9-a537-edb2f77193a0 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Improving Grammatical Error Correction via Contextual Data Augmentation
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0a54d380-8cdc-405e-8db7-b6d9a99c1217 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7cbb319d-c6b2-4cab-820f-73fa301c2269 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation feb600e7-f5f1-4916-99c9-607cb600c558 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cffa4025-713f-4ac1-b734-79754fb18788 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a4494b1a-f8c2-4282-af91-cab1011225a3 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fda0d49-3a94-4a34-91f5-0784f35c0eb3 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38d351bd-715e-403b-9212-ceebeaefb00f · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2cbdc311-0053-4078-a184-48ed6f2fbecc · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction , " * write output.state after.block = add.period write newline
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e65b06b-bff6-4517-b1f2-d14a5cc5c261 · outbound
Harnessing Rule-Based Reinforcement Learning for Enhanced Grammatical Error Correction write newline
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.