Pith. sign in

Paper Citation Record · LEDGER

CSRP: Chain-of-Thought Reasoning for Chinese Text Correction via Reinforcement Learning with Efficiency-Aware Rewards

As of 6 August 2026, this Paper Citation Record lists 7 of 7 outbound references and 0 inbound Pith citation observations for arXiv:2606.00020.

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

pith.paper-citation-record.v1
2606.00020 v1

Coverage vector

measured 7 of 7 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-12T21:30:58.940530Z

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

7 of 7 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2f1f4b69-ba44-47b2-aafd-861cb60c2a70 · outbound

This paper cites RAIR: Retrieval-Augmented Iterative Refinement for Chinese Spelling Correction.

CSRP: Chain-of-Thought Reasoning for Chinese Text Correction via Reinforcement Learning with Efficiency-Aware Rewards RAIR: Retrieval-Augmented Iterative Refinement for Chinese Spelling Correction

Reference 1

Resolution
unresolved
no resolver link, observed 2026-07-12T21:30:58.940530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T21:30:58.940530Z digest=sha256:5230f3bb4e87220466c6a014520c105aff157b327cc8bfc516ffadc93e2755b9

Observation c3f1c070-57bf-4612-a97c-c03f507d3d10 · outbound

This paper cites In2020 IEEE 6th Interna- tional Conference on Computer and Communications (ICCC), pages 1146–1150.

CSRP: Chain-of-Thought Reasoning for Chinese Text Correction via Reinforcement Learning with Efficiency-Aware Rewards In2020 IEEE 6th Interna- tional Conference on Computer and Communications (ICCC), pages 1146–1150

Reference 2

Resolution
unresolved
no resolver link, observed 2026-07-12T21:30:58.940530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T21:30:58.940530Z digest=sha256:7fb96dc6f21b757825a1c7f7612ccb22816425f80e8334ce81bcff8086fadebc

Observation 2a2238df-e3b3-4a13-949c-dfc22b51db91 · outbound

This paper cites Qwen3 Technical Report.

CSRP: Chain-of-Thought Reasoning for Chinese Text Correction via Reinforcement Learning with Efficiency-Aware Rewards Qwen3 Technical Report

Reference 3

Resolution
unresolved
no resolver link, observed 2026-07-12T21:30:58.940530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T21:30:58.940530Z digest=sha256:3d7cf9d05127fd03a0801456ec5fa059c15fdfd8d7be415680a0874b28407bfa

Observation 74c42f7e-af7d-4e3e-bef8-120475dc0ae4 · outbound

This paper cites an unresolved cited work.

CSRP: Chain-of-Thought Reasoning for Chinese Text Correction via Reinforcement Learning with Efficiency-Aware Rewards Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-07-12T21:30:58.940530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T21:30:58.940530Z digest=sha256:044a9c4ba3b77ae819e8d4fdafa5e815fbfaef7e62fdbb3ec7d6a686d6b349f2

Observation 21cf0928-e666-429a-9895-366734ef7175 · outbound

This paper cites an unresolved cited work.

CSRP: Chain-of-Thought Reasoning for Chinese Text Correction via Reinforcement Learning with Efficiency-Aware Rewards Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-07-12T21:30:58.940530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T21:30:58.940530Z digest=sha256:cdeca76ce424f78c8537358c173f01aaf6a24207288d6bd12e5de5410349b43a

Observation 2217447b-492b-4fdb-a93e-f068f9a6b200 · outbound

This paper cites an unresolved cited work.

CSRP: Chain-of-Thought Reasoning for Chinese Text Correction via Reinforcement Learning with Efficiency-Aware Rewards Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-07-12T21:30:58.940530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T21:30:58.940530Z digest=sha256:8e78d2fd02409a9a82b3591d602dbc9d31053561e9fac9a3cd164c3e9a9b40dc

Observation 4f22d5fb-0491-4dce-80a0-5ad523557efc · outbound

This paper cites The original sentence has errors, the corrected sentence fixes them.

CSRP: Chain-of-Thought Reasoning for Chinese Text Correction via Reinforcement Learning with Efficiency-Aware Rewards The original sentence has errors, the corrected sentence fixes them

Reference 7

Resolution
unresolved
no resolver link, observed 2026-07-12T21:30:58.940530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T21:30:58.940530Z digest=sha256:792a2212cfee9a6743aca60ae1e9ac0fff3c1a6e0af8cdd65ead4fa2882e88b9

Pith citing papers

No inbound Pith citation observations are available.