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Paper Citation Record · LEDGER

Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals

As of 19 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.

pith.paper-citation-record.v1
2505.14597 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:36:04.013632Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:02.509269Z digest=sha256:50aba546e73242a2b8430d5c2192596c94ebbcef59f2c341863ff40278145de9

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.

source=pdf_text observed=2026-08-07T15:36:01.982429Z digest=sha256:34137852b56c467a3ad5541fb7b3b60b913a63f5960ca6b693f562882f96b558

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.

source=pdf_text observed=2026-08-07T15:36:02.123222Z digest=sha256:7a40c2ebd85cca411dc93d2e2d5208b9bf745b7df19c84705aba1a72d3828fc7

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.

source=pdf_text observed=2026-08-07T15:36:02.257975Z digest=sha256:2f6b4c47cf0995307917db054bb8e5df9962a7eb562a84fd1b008996dd48e605

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.

source=pdf_text observed=2026-08-07T15:36:02.357541Z digest=sha256:f19cc2d04f2ddb35bad734cd63957f27d7bd0662f8228f16f131572aae341ef4

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:02.605549Z digest=sha256:7314ce2e475200046f70c285473790643f64b6ec1cd9d15452ed478500793537

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:02.673372Z digest=sha256:2fd2ff141440db406258da26c807ceae1a46f1e7595a29c0c3a2ac2214b65a5c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:02.752000Z digest=sha256:0ab7874796e9f4e9f8f904e5253bbff39feb706c6abafbd15dd2870b05526868

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:02.878731Z digest=sha256:274b2fde40d52e52606dad7344b36a6b28472248c9858ca528d02a0ac3153e07

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:02.963580Z digest=sha256:017c8e5cea54156bd3b35f9ae7c6f08f8aab2d8661d26e74e9f9b59149a2c554

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:03.072577Z digest=sha256:0ea281be95df98d0c706b0d0129e5dd5826f5f5d201084bd312a5f08c0b2def0

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:03.144101Z digest=sha256:577a24501e6ef460af2fbf45efe7b50b0b7e277ee9e90aa59f789c1391d00c32

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:03.251867Z digest=sha256:8308f4541c2eb00b83ed8214baa72428221f5adbbd7a0470745f26e04f4677c0

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:03.341933Z digest=sha256:223551bdd608760e6a1e3feb18111c383274962afa70a7337b30adb926970ff3

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:03.450520Z digest=sha256:ca50fb308226f14afb7128a37bf7f2e8c35f6c10d28471e462f5cee8fa00dfa3

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:03.511775Z digest=sha256:3e0b05ac65deb21d5d0871f6260218f6bbdcd538934ac2d9dedc5055f921d528

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:03.596017Z digest=sha256:09081a916a2e1066f52d9c95255c7ceadf22fcca52872fb871ca69b9fb35b111

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:03.728800Z digest=sha256:2502d16c4f03bddf0d498531e6d7bfa384dd3563c83911ed335f60f74fc6b3ac

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:03.893320Z digest=sha256:f3eb4d29d34daa777a3a3fcda467034972eaea2cf3f2aff36bfeb4ffe8ae9999

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T15:36:04.013632Z digest=sha256:56983a48fad921f8383aa91978a74cde1e902c9b138178b49657c387f4ea6f0a

Pith citing papers

No inbound Pith citation observations are available.