Paper Citation Record · LEDGER

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models

As of 12 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2412.12832.

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

pith.paper-citation-record.v1
2412.12832 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:44:36.424390Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

29 of 29 outbound references displayed

verified exact1
verified fuzzy2
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4cc6ebe5-0fbb-4f96-85b7-82ef6f4da566 · outbound

This paper cites The Analytic Hierarchy Process---What It Is and How It Is Used.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models The Analytic Hierarchy Process---What It Is and How It Is Used

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:44:36.998859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7aa2dfa9-5d5c-4547-b4c4-6aaa5b1ab481 · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.980406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4a2efb8c-2c29-4c83-ab36-71c8535028e5 · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.962770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 345fad51-4312-4e3c-b698-516ad257c203 · outbound

This paper cites Language Models are Few-Shot Learners.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Language Models are Few-Shot Learners

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T13:44:36.288191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c037ea42-c5ee-4df1-98ea-896b3f99aebe · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.947142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ab42f35e-18a4-4371-9898-13139c43ddc7 · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.931746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a430f606-e34d-4b32-96aa-3357c55dbe25 · outbound

This paper cites A Better LLM Evaluator for Text Generation: The Impact of Prompt Output Sequencing and Optimization.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models A Better LLM Evaluator for Text Generation: The Impact of Prompt Output Sequencing and Optimization

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T13:44:36.304825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 010b4ecb-d624-4938-a34a-427bf96b1ab9 · outbound

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

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Analyzing the Performance of GPT-3.5 and GPT-4 in Grammatical Error Correction

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T13:44:36.310961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb6db006-2ee0-448e-8b7c-b8d4a64cf531 · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.912827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c6373032-52a0-4564-89b5-416a6ca770e3 · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.893572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 42d7686b-d2ea-4478-ac64-9effedae8be4 · outbound

This paper cites F.; Zhan, R.; Ding, L.; Chao, L.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models F.; Zhan, R.; Ding, L.; Chao, L

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:44:36.873750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation eaea6cbe-113f-4798-b0b3-5f5dd0a4f291 · outbound

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

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Is ChatGPT a Highly Fluent Grammatical Error Correction System? A Comprehensive Evaluation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T13:44:36.333119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82d28880-0c8c-4b77-a203-08bdfc32ecb1 · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.853441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 33ad3fd4-bacf-44c0-9a3a-05d88cc201ba · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.836278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c3288f81-43e3-460a-9786-1a95b94137c7 · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.817778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f0f93b97-e560-405c-8c36-b2fd29a00baf · outbound

This paper cites Revisiting Meta-evaluation for Grammatical Error Correction.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Revisiting Meta-evaluation for Grammatical Error Correction

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T13:44:36.352511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee9c432f-3619-4ef4-99dd-2181ff0e7d3e · outbound

This paper cites G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T13:44:36.357745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32cc75e6-a9a4-4ef7-8016-a831e76e309a · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.798700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8e0dca56-a055-4d10-8444-763d37635a97 · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.779033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c71c9753-517b-4330-8518-1072761d8464 · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.758608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6c65aa37-807e-4dc9-82a1-f89fc8bfa22d · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.742645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c57eb00a-3193-4c18-bb47-1bf70165316f · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.726623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cfc25280-fc55-4013-9026-2771f0bb6a78 · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.708503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4e7fe620-0d96-48f7-b335-73c49260e942 · outbound

This paper cites Evaluation Metrics in the Era of GPT-4: Reliably Evaluating Large Language Models on Sequence to Sequence Tasks.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Evaluation Metrics in the Era of GPT-4: Reliably Evaluating Large Language Models on Sequence to Sequence Tasks

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T13:44:36.398319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3ea9f39-6e6d-4dbc-a1eb-2abda7e7c6bc · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T13:44:36.403737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee634bd5-4c4c-4552-bb79-8956abc16166 · outbound

This paper cites Rethinking Masked Language Modeling for Chinese Spelling Correction.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Rethinking Masked Language Modeling for Chinese Spelling Correction

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:44:36.475467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dece3dc7-2059-4e49-90a1-8a4bafe77908 · outbound

This paper cites an unresolved cited work.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:44:36.685274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bc991308-aef3-4646-a415-4cb3a83d7d7b · outbound

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

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models , " * write output.state after.block = add.period write newline

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T13:44:36.419044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 764b8208-fe9e-4cb3-b432-d32ae2058411 · outbound

This paper cites write newline.

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models write newline

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T13:44:36.424390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.