Pith. sign in

Paper Citation Record · LEDGER

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution

As of 8 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2605.25618.

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

pith.paper-citation-record.v1
2605.25618 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T19:46:46.452126Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

18 of 18 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved12
  • parse uncertain3
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2ddac4a0-fafa-45a2-8ef2-95f8b70d8030 · outbound

This paper cites Beyond Exponential Decay: Rethinking Error Accumulation in Large Language Models.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution Beyond Exponential Decay: Rethinking Error Accumulation in Large Language Models

Reference 1

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T19:53:55.841677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:a9d14f385b99fef35dcdb61faccd2dca62aa00f68557e271b644d79400934237

Observation 4dd119fc-8da9-4d8a-888b-2aa444fdec5b · outbound

This paper cites arXiv preprint arXiv:2511.04662 (2025).

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution arXiv preprint arXiv:2511.04662 (2025)

Reference 2

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T19:53:55.841664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:cd86bac6b40dbabfe38f35090aaf4ccb72b0a74e91a908ee9eddc46596c2fc5a

Observation dc1f6f1d-4e63-42ff-b505-c705ddca04dc · outbound

This paper cites Qwen2.5-1M Technical Report.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution Qwen2.5-1M Technical Report

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T19:53:55.844831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:1d86c3da7ec2363e7e6d2e5f199b1127dfd6aec922721881dbec77284c1d831f

Observation b20ebab0-11c6-43b2-98f0-0247cef2d5b4 · outbound

This paper cites an unresolved cited work.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-06-29T19:46:46.452126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:0d766e0a52a1ceffd3d32798d58cdeb2e42139e7725fb0d08ab3b41b9904d6b3

Observation 2833e055-148e-45d3-b897-62ce52f7b197 · outbound

This paper cites an unresolved cited work.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-06-29T19:46:46.452126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:1434fa0ad96a8914a4ce87516ff74dbdbd36db8b6a4746c6259820c4f38f3e7b

Observation 61ed8d63-8b93-48fe-a20a-4c93622af38e · outbound

This paper cites an unresolved cited work.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-06-29T19:46:46.452126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:3e1f88ea322af7775cd526b63d53036822af491a64f489d9e6e25088bd5521f7

Observation a588534e-5f22-4900-936c-deff8e22144f · outbound

This paper cites an unresolved cited work.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-06-29T19:46:46.452126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:e40e87a9fff5e1e655a58566dd41091fad86e4ba7d70a453e0af2a337574f67f

Observation 03611e74-d9b1-44f9-8074-7ede014d37c7 · outbound

This paper cites an unresolved cited work.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution Unresolved cited work

Reference 8

Resolution
parse uncertain
no resolver link, observed 2026-06-29T19:46:46.452126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:c263ece2b92cc6cea1fa94ad8684cdd550c7123251636a9ff6e67e6e88dafd6f

Observation 52d610af-41ce-46b4-ab06-03d3450ae291 · outbound

This paper cites an unresolved cited work.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution Unresolved cited work

Reference 9

Resolution
parse uncertain
no resolver link, observed 2026-06-29T19:46:46.452126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:267bb035f21d6227f729bae700e3cd8ffa04fdf92bae6c8407adec1d29a5ccdc

Observation ad98b995-fbae-4d9c-940c-1e3bad8d1d0e · outbound

This paper cites an unresolved cited work.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution Unresolved cited work

Reference 10

Resolution
parse uncertain
no resolver link, observed 2026-06-29T19:46:46.452126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:bc05b194a0f5fc65f683dbb467120efb901206f8c4865e3463221efb89c2c028

Observation f6a71f1b-8a8d-43ad-8445-1630d8cc5f19 · outbound

This paper cites objects",.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution objects",

Reference 11

Resolution
unresolved
no resolver link, observed 2026-06-29T19:46:46.452126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:3d43e4b283601a0ec51c1c4a7bd8a07ba90d9f655da92a4b02e61b8965a7457c

Observation 62b3d011-f9f0-4912-9078-85fad319d949 · outbound

This paper cites objects": All names of whose properties are described in the context. Note that group-referrig nouns like.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution objects": All names of whose properties are described in the context. Note that group-referrig nouns like

Reference 12

Resolution
unresolved
no resolver link, observed 2026-06-29T19:46:46.452126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:ee4cfc1c66bc440a887c448d87d4a8296222db1197ea6a3d6c3522d7c9608d93

Observation 649dedd4-7649-436c-b962-3ae8a9594293 · outbound

This paper cites facts": Each element must be a two-element list: [.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution facts": Each element must be a two-element list: [

Reference 13

Resolution
unresolved
no resolver link, observed 2026-06-29T19:46:46.452126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:61496d2545cbeaad31bc24fcac086095b2d00368e4dee5824d8c9077a7e1bde0

Observation c2634129-0d70-4f71-94fc-197033ef9198 · outbound

This paper cites query": a single string representing the formula to evaluate. Do NOT include the query in the.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution query": a single string representing the formula to evaluate. Do NOT include the query in the

Reference 14

Resolution
unresolved
no resolver link, observed 2026-06-29T19:46:46.452126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:be68e4e866ce28aae76ed926c22c16898c98090d18a2ef495636af711eaf29f2

Observation dd0de5d1-3eb8-493d-92dc-d2d3942dac3f · outbound

This paper cites facts" section, the.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution facts" section, the

Reference 15

Resolution
unresolved
no resolver link, observed 2026-06-29T19:46:46.452126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:7fce4871f1a33e3ee3c30696435c4d1552378c25b6209731ddbf24658123d7fe

Observation 17c63bf9-5025-4b07-86ee-3a578017a376 · outbound

This paper cites objects": Copy the names of all the items to be compared directly as.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution objects": Copy the names of all the items to be compared directly as

Reference 16

Resolution
unresolved
no resolver link, observed 2026-06-29T19:46:46.452126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:9c3e3f047124196bb74189a16108fd036f03f5bfc127f76f932cf8325493f637

Observation e0a9c178-318f-40c9-bf36-adcf38f23e9d · outbound

This paper cites facts": Each element must be a two-element list: [.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution facts": Each element must be a two-element list: [

Reference 17

Resolution
unresolved
no resolver link, observed 2026-06-29T19:46:46.452126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:72d4207a10418aeda443da6c7a87a1d9bdb40220ff07c38a92a1f13e7f05905c

Observation b08075f8-46f6-467e-8360-609537845894 · outbound

This paper cites query": A dictionary in the form: {{.

Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution query": A dictionary in the form: {{

Reference 18

Resolution
unresolved
no resolver link, observed 2026-06-29T19:46:46.452126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T19:46:46.452126Z digest=sha256:aa27dd125d51cc5d5d08f8cbb92de15eabd7531e9944b55de621d176ea42d265

Pith citing papers

No inbound Pith citation observations are available.