Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-11T11:50:26.030339Z
Paper Citation Record · LEDGER
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models
As of 18 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 1 inbound Pith citation observation for arXiv:2604.12390.
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 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-05T01:39:37.116649Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-05T01:40:34.379961Z
Reference resolution
36 of 36 outbound references displayed
- verified exact1
- verified fuzzy7
- unresolved24
- parse uncertain2
- malformed identifier1
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 0dd88ac2-37b5-4031-b6ae-9b149ef0778f · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.736386Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6442c122-0a83-43e0-b117-70102b01997e · outbound
This paper cites This formalization is then used to inform a structured comparison of the theoretical strengths and weaknesses of the different ―of - Thought‖ paradigms for problem -solving.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models This formalization is then used to inform a structured comparison of the theoretical strengths and weaknesses of the different ―of - Thought‖ paradigms for problem -solving
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T17:35:01.724793Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation cf5cc8f1-c1b1-43e9-b5f3-8c80faf66185 · outbound
This paper cites Experiments with the 24 Game The problem: The 24 Game (Yao et al., 2023) is a popular mathematical card game.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Experiments with the 24 Game The problem: The 24 Game (Yao et al., 2023) is a popular mathematical card game
Reference 3
- Resolution
- malformed identifier
- raw_fallback, observed 2026-05-17T17:35:01.730586Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2760f41d-0382-4ecf-b850-b9f501840948 · outbound
This paper cites This improvement may be attri buted to HCoT's approach of integrating prior knowledge to structure the problem space.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models This improvement may be attri buted to HCoT's approach of integrating prior knowledge to structure the problem space
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T17:35:01.733530Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 07b1a587-eb5a-4d8e-908f-421fe2342f48 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.721583Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0cc5f44d-ae90-497b-9573-8ea8a99a1601 · outbound
This paper cites Case-Based Reasoning: Foundational Issues, Methodological Variations, and System Approaches.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Case-Based Reasoning: Foundational Issues, Methodological Variations, and System Approaches
Reference 6
- Resolution
- verified exact
- doi, observed 2026-05-10T16:00:33.684025Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b5d896c5-0154-4184-abcd-487ca275a823 · outbound
This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 7
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-10T16:00:33.686444Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 77623daa-b22a-4fda-a74d-d5acfdf80de6 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.727709Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7469a360-3b91-47e6-b433-a4fe555188bd · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.771410Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a95f3c8b-e922-4b26-9673-d4567d91a886 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.821236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation aec6f533-e080-41fa-8781-4c9cd19b5116 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.739155Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f20429b2-2042-4331-96f0-89a7538e9642 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.760104Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3216a38e-900d-4572-8205-bf921763c4c4 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.802309Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 670bfb73-3146-4e68-9867-75a3dfca3df0 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.809143Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b7410f0b-7415-4d3a-bd61-45cfca72060a · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.757302Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 55822ebd-75b6-41fb-be38-a4c53db4859c · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.762759Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 80d9179c-b2fa-44c1-b044-77a6e7501a76 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.754114Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8cbb3fc7-8aa1-4347-9e85-20411db6a341 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.784365Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 11642882-7901-4188-9a8e-98765b0e7b7d · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.774085Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1556f262-9a05-4b44-9f4b-c09ca586f866 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.805910Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ddd579d6-9a7a-4deb-9d44-e7baac4aabd2 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.777100Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8b4bd974-5172-4c4f-9678-ea60543078d3 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.818238Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a664c40c-480e-4305-bf2b-3c27ff5dd962 · outbound
This paper cites Return — Use the exact template: ******.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Return — Use the exact template: ******
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T17:35:01.823996Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c1a569b2-f84d-4a85-915a-cc5033c6743a · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 25
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-17T17:35:01.791290Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9e3a22d2-4ecb-490d-8368-c2e171e019d3 · outbound
This paper cites "" Prompt_Matching_2=.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models "" Prompt_Matching_2=
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T17:35:01.798748Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6b8ed30e-0e08-40dc-a40e-3488715298a0 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.765790Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 54309cd7-a6b3-457e-b767-73c7dcd22665 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.815333Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d725f539-aecd-4c3f-a66f-7e16d7fb8ff3 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.745491Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 85edc8f9-7c32-44d1-ac61-2330e3ad87f6 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.748418Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 25636c9a-e33d-4154-88d6-1c9f69d3ec6d · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.742148Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 311856e6-f820-4ca3-ad5c-07c13fab1e73 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.787815Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 98680a8d-e9ea-4766-bd63-81120a44749d · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T17:35:01.768722Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f83791d1-f9f9-43f8-9c08-a641f09f6918 · outbound
This paper cites Return — Use the exact template: ******.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Return — Use the exact template: ******
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T17:35:01.812251Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f99f25bf-de52-473a-b5d9-f72445b4ac70 · outbound
This paper cites ****** for example ******.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models ****** for example ******
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T17:35:01.751226Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 23613421-b07d-4155-8511-4480beeaffd2 · outbound
This paper cites "" Table A.3 Instruction prompt for Matching step in HCoT of 1D-ARC Prompt_matching =.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models "" Table A.3 Instruction prompt for Matching step in HCoT of 1D-ARC Prompt_matching =
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T17:35:01.780738Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b0f9c71c-5356-44a2-82ab-598f873c1264 · outbound
This paper cites an unresolved cited work.
Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models Unresolved cited work
Reference 37
- Resolution
- parse uncertain
- raw_fallback, observed 2026-05-17T17:35:01.794883Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Pith citing papers
Observation 8150efbe-f5ae-41a4-8a88-0bc9eb4140d9 · inbound
From Explicit Elements to Implicit Intent: A Predefined Library for Auditable Behavioral Inference cites this paper.
From Explicit Elements to Implicit Intent: A Predefined Library for Auditable Behavioral Inference Heuristic Classification of Thoughts Prompting (HCoT): Integrating Expert System Heuristics for Structured Reasoning into Large Language Models
Reference 10
- Resolution
- verified exact
- local_arxiv, observed 2026-07-05T01:40:34.381874Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.