Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:36:04.013632Z
Paper Citation Record · LEDGER
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals
As of 21 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2505.14597.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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
Reference resolution
20 of 20 outbound references displayed
- verified exact0
- verified fuzzy12
- unresolved8
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 40acdc18-3ae6-41de-85e3-11e4ebb91c73 · outbound
This paper cites Given a string consisting of three letters ’abc’ in any order, can ’abc’ appear after swapping any two characters at most once?.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals Given a string consisting of three letters ’abc’ in any order, can ’abc’ appear after swapping any two characters at most once?
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:36:05.002398Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation bfb0e8d5-4734-4ff2-8b54-8a3e0d6aeab5 · outbound
This paper cites OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:36:01.982429Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bcc6c9f0-14bc-47fe-b86b-9bfe64d38457 · outbound
This paper cites Qwen2.5 Technical Report.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals Qwen2.5 Technical Report
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:36:02.123222Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b058e484-e7c4-4592-b354-6547f6154de9 · outbound
This paper cites DolphCoder: Echo-Locating Code Large Language Models with Diverse and Multi-Objective Instruction Tuning.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals DolphCoder: Echo-Locating Code Large Language Models with Diverse and Multi-Objective Instruction Tuning
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:36:02.257975Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75da96c6-1cab-4bb0-ab97-177cad38b227 · outbound
This paper cites DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:36:02.357541Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5244f18a-f846-4155-9187-169eabc9ee14 · outbound
This paper cites If there are errors in the Sample Input/Output or in the Test Cases , correct them.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals If there are errors in the Sample Input/Output or in the Test Cases , correct them
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:36:04.983196Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5d821b14-d9ad-40d4-9513-ea9125f45084 · outbound
This paper cites any substring can be reversed.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals any substring can be reversed
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:36:04.965264Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 80ae524a-cb00-425b-9970-7d641dca56f7 · outbound
This paper cites YES" if it is possible, and.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals YES" if it is possible, and
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:36:04.947355Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a2c9eae4-788b-4e53-b76e-ca512d78f8ae · outbound
This paper cites an unresolved cited work.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:36:04.928662Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0dbb3029-7aa3-4920-8a6a-fd7934dc97c3 · outbound
This paper cites **The modification should be slight but cause a substantial change in the solution approach**.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals **The modification should be slight but cause a substantial change in the solution approach**
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:36:04.912357Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cab61e97-2839-416b-acea-2d96fea3801c · outbound
This paper cites Ask yourself: Would it change data structures or algorithms? Explain the influence before output the counterfactual problem.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals Ask yourself: Would it change data structures or algorithms? Explain the influence before output the counterfactual problem
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:36:04.895731Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 444eb4aa-0ec1-4a71-9b2d-bc7cd6da07b1 · outbound
This paper cites The modified problem must be consistent, clear, and requires a significantly different solution approach.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals The modified problem must be consistent, clear, and requires a significantly different solution approach
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:36:04.879583Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 229d927b-7d81-446b-ab80-864a61d7b990 · outbound
This paper cites ###Counterfactual Problem.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals ###Counterfactual Problem
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:36:04.863080Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8300915f-4c68-4f17-b32f-a82c332590fd · outbound
This paper cites The difference will be assessed through evaluated by the Rouge score, indicating the high similarity in wording, sentence structure, and length to the original.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals The difference will be assessed through evaluated by the Rouge score, indicating the high similarity in wording, sentence structure, and length to the original
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:36:04.844973Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f92a8757-784e-45e8-a708-7284f93d2e7a · outbound
This paper cites Do not make trivial changes like adding or removing a word, changing the order of words, or replacing synonyms.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals Do not make trivial changes like adding or removing a word, changing the order of words, or replacing synonyms
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:36:04.824837Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 49d357bf-340e-4212-a95d-9d86425c82cc · outbound
This paper cites an unresolved cited work.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:36:04.803578Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c2cbab0b-1fda-4c90-a5cb-91a861ffbde2 · outbound
This paper cites Change every aspect of the code, including the function name, variable names.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals Change every aspect of the code, including the function name, variable names
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:36:04.786127Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 84996287-8ec0-4471-84a2-16a06cee2cb2 · outbound
This paper cites an unresolved cited work.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:36:04.681708Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 09fd4e6e-a227-480a-9177-68f00f819cda · outbound
This paper cites an unresolved cited work.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:36:04.532016Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8d4bd803-07bf-413f-b8e9-352581f138c0 · outbound
This paper cites ## Examples: {seeds} ## Question: - Original_Sample: Figure 16: The prompt used to generate CTF-Instruct data.
Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals ## Examples: {seeds} ## Question: - Original_Sample: Figure 16: The prompt used to generate CTF-Instruct data
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:36:04.308762Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Pith citing papers
No inbound Pith citation observations are available.