Paper Citation Record · LEDGER

Empowering LLMs with Logical Reasoning: A Comprehensive Survey

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2502.15652.

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

pith.paper-citation-record.v1
2502.15652 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:51:45.163191Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-02T06:56:44.805875Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 927f5946-6d14-4712-ac0f-a06b00034b2a · inbound

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning cites this paper.

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning Empowering LLMs with Logical Reasoning: A Comprehensive Survey

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T04:51:45.163191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1752300-b526-4ae2-bda8-21ce563c48ec · inbound

Uncertainty-aware Reward Design Process cites this paper.

Uncertainty-aware Reward Design Process Empowering LLMs with Logical Reasoning: A Comprehensive Survey

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-06T20:39:13.583068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 147d2048-0b19-494c-bae0-52f5d96179f3 · inbound

Unveiling Effective In-Context Configurations for Image Captioning: An External & Internal Analysis cites this paper.

Unveiling Effective In-Context Configurations for Image Captioning: An External & Internal Analysis Empowering LLMs with Logical Reasoning: A Comprehensive Survey

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T19:21:13.381173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fadf5366-2d57-4ea1-9fd3-1971677caa26 · inbound

Method-Based Reasoning for Large Language Models: Extraction, Reuse, and Continuous Improvement cites this paper.

Method-Based Reasoning for Large Language Models: Extraction, Reuse, and Continuous Improvement Empowering LLMs with Logical Reasoning: A Comprehensive Survey

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T00:48:07.494873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e793c40-6723-4edc-a07b-443d5e24281c · inbound

Rethinking Reasoning Quality in Large Language Models through Enhanced Chain-of-Thought via RL cites this paper.

Rethinking Reasoning Quality in Large Language Models through Enhanced Chain-of-Thought via RL Empowering LLMs with Logical Reasoning: A Comprehensive Survey

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T04:42:05.386445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a16c3c05-c979-4c63-9528-e88ef03ab6b0 · inbound

Symbolic Neural Generation with Applications to Lead Discovery in Drug Design cites this paper.

Symbolic Neural Generation with Applications to Lead Discovery in Drug Design Empowering LLMs with Logical Reasoning: A Comprehensive Survey

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T07:59:20.985663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8ecfc7c-1399-4195-a452-f57dda8a4bd4 · inbound

Explicit Logic Channel for Validation and Enhancement of MLLMs on Zero-Shot Tasks cites this paper.

Explicit Logic Channel for Validation and Enhancement of MLLMs on Zero-Shot Tasks Empowering LLMs with Logical Reasoning: A Comprehensive Survey

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-21T11:10:01.992209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 053b96ac-dfa8-4eb7-bc71-522602740b59 · inbound

SiriusHelper: An LLM Agent-Based Operations Assistant for Big Data Platforms cites this paper.

SiriusHelper: An LLM Agent-Based Operations Assistant for Big Data Platforms Empowering LLMs with Logical Reasoning: A Comprehensive Survey

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:46:25.040382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 56279dd6-323c-4c2c-a6c4-9f85299b4fb5 · inbound

Guiding LLM-based Loop Invariant Synthesis via Feedback on Local Reasoning Errors cites this paper.

Guiding LLM-based Loop Invariant Synthesis via Feedback on Local Reasoning Errors Empowering LLMs with Logical Reasoning: A Comprehensive Survey

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-20T00:57:54.261001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0fa7c2b3-f68f-45df-bfcd-79be9c0b3b9a · inbound

Agentic Large Language Models for Automated Structural Analysis of 3D Frame Systems cites this paper.

Agentic Large Language Models for Automated Structural Analysis of 3D Frame Systems Empowering LLMs with Logical Reasoning: A Comprehensive Survey

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-02T06:56:44.807281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.