Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T17:02:19.968492Z
Paper Citation Record · LEDGER
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve
As of 10 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2608.03550.
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 2026-08-10T06:31:04.303077+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
Reference resolution
22 of 22 outbound references displayed
- verified exact0
- verified fuzzy3
- unresolved18
- parse uncertain0
- malformed identifier0
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation dae44b83-c208-4f24-a9cb-c815c669ba7b · outbound
This paper cites Advances in neural information processing systems , volume=.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Advances in neural information processing systems , volume=
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.607582Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1a67a53-9e59-41b1-ac60-86a35eb639c8 · outbound
This paper cites Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word Problems.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word Problems
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.680880Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3221320d-c324-4749-aabc-cbcdf55d781e · outbound
This paper cites Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.814349Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation caed5d1f-ff83-4456-838e-997bfd39d249 · outbound
This paper cites Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.834684Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f4de3a5-eaed-4994-b4af-8938e3c89108 · outbound
This paper cites Training Verifiers to Solve Math Word Problems.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Training Verifiers to Solve Math Word Problems
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.884527Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 368ff1e9-e0cb-4afa-98dc-156dae1264b1 · outbound
This paper cites Advances in neural information processing systems , volume=.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Advances in neural information processing systems , volume=
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.890353Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7dba256d-8c71-434a-9807-c41367957286 · outbound
This paper cites AlignedCoT: Prompting Large Language Models via Native-Speaking Demonstrations.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve AlignedCoT: Prompting Large Language Models via Native-Speaking Demonstrations
Reference 7
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-05T17:02:20.256000Z
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 fe2199e2-3754-49f5-b5cb-9687fd7b15fc · outbound
This paper cites Can LLMs Learn from Previous Mistakes? Investigating LLMs' Errors to Boost for Reasoning.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Can LLMs Learn from Previous Mistakes? Investigating LLMs' Errors to Boost for Reasoning
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.907012Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f92fcb52-e322-4e68-a7ce-cd055346e791 · outbound
This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Measuring Mathematical Problem Solving With the MATH Dataset
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.911541Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df553d8a-1d2e-44f5-a606-aa81c49702e6 · outbound
This paper cites Qwen2.5 Technical Report.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Qwen2.5 Technical Report
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.916016Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7db83e26-4656-46bd-8af6-598091389cee · outbound
This paper cites 2024 , howpublished =.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve 2024 , howpublished =
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.920866Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40b8d557-0ea9-4bb7-930f-8b1664645473 · outbound
This paper cites 2024 , howpublished =.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve 2024 , howpublished =
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.925372Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f745c18-714c-45c4-a704-e3f248f7a4c6 · outbound
This paper cites Automatic Chain of Thought Prompting in Large Language Models.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Automatic Chain of Thought Prompting in Large Language Models
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.929652Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d16c4a2-c911-403b-afe9-35d7da77b739 · outbound
This paper cites Proceedings of Deep Learning Inside Out (DeeLIO 2022): The 3rd workshop on knowledge extraction and integration for deep learning architectures , pages=.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Proceedings of Deep Learning Inside Out (DeeLIO 2022): The 3rd workshop on knowledge extraction and integration for deep learning architectures , pages=
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.934493Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12fda6a4-36fb-467c-8379-b9fd3d876a64 · outbound
This paper cites Proceedings of the 2022 conference of the North American chapter of the association for computational linguistics: human language technologies , pages=.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Proceedings of the 2022 conference of the North American chapter of the association for computational linguistics: human language technologies , pages=
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T17:02:20.375718Z
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 dbc32234-0613-4f73-8da9-ef08a08d34a1 · outbound
This paper cites Least-to-Most Prompting Enables Complex Reasoning in Large Language Models.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Least-to-Most Prompting Enables Complex Reasoning in Large Language Models
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.942892Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f0140d6-2679-46b0-a2af-e423d62d638d · outbound
This paper cites ACL , year=.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve ACL , year=
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T17:02:20.359523Z
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 1cc58c19-93d2-4843-8d53-692c165d2dd3 · outbound
This paper cites Complexity-Based Prompting for Multi-Step Reasoning.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Complexity-Based Prompting for Multi-Step Reasoning
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.951507Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd1c9ce4-242c-438e-9814-c4ce3a257eb6 · outbound
This paper cites International Conference on Machine Learning , pages=.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve International Conference on Machine Learning , pages=
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T17:02:20.344650Z
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 c28b1129-6d97-4bd3-83c6-ecd54b0e3b54 · outbound
This paper cites Advances in neural information processing systems , volume=.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Advances in neural information processing systems , volume=
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.960562Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ba1f97c-916a-4e97-a034-c1dcea7625e3 · outbound
This paper cites Active Prompting with Chain-of-Thought for Large Language Models.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve Active Prompting with Chain-of-Thought for Large Language Models
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.964462Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8becad23-d3de-4dfd-be07-e7102154aebd · outbound
This paper cites arXiv preprint arXiv:2506.14641 , year=.
Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve arXiv preprint arXiv:2506.14641 , year=
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:02:19.968492Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.