Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T15:52:36.777259Z
Paper Citation Record · LEDGER
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings
As of 4 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 1 inbound Pith citation observation for arXiv:2604.10604.
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 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-13T05:35:58.568346Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
18 of 18 outbound references displayed
- verified exact10
- verified fuzzy5
- unresolved0
- parse uncertain0
- malformed identifier1
- metadata mismatch2
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 788203ba-4562-4e75-9d7f-5fc3b8ad9f8c · outbound
This paper cites Artif Intell345, 104346 (2025).
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings Artif Intell345, 104346 (2025)
Reference 1
- Resolution
- malformed identifier
- doi_truncated, observed 2026-05-10T21:40:48.596073Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4de3c36e-85e8-4709-b663-36a9cf21b212 · outbound
This paper cites Xuelu Chen, Michael Boratko, Muhao Chen, Shib Sankar Dasgupta, Xiang Lorraine Li, and Andrew Mc- Callum.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings Xuelu Chen, Michael Boratko, Muhao Chen, Shib Sankar Dasgupta, Xiang Lorraine Li, and Andrew Mc- Callum
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T18:12:04.426013Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8db46420-1f84-4a8c-acc9-cc0d9888426a · outbound
This paper cites doi: 10.18653/v1/2021.naacl-main.68.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings doi: 10.18653/v1/2021.naacl-main.68
Reference 3
- Resolution
- verified exact
- doi, observed 2026-05-10T21:40:48.565641Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 77635b25-f85b-49f0-b6a0-d56a803946d6 · outbound
This paper cites Hamilton, Payal Bajaj, Marinka Zitnik, Dan Jurafsky, and Jure Leskovec.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings Hamilton, Payal Bajaj, Marinka Zitnik, Dan Jurafsky, and Jure Leskovec
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T18:12:04.421258Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4e77ce8d-48b0-4795-aa5b-42ee901ca48a · outbound
This paper cites Ofer Idan, Vladi Vexler, Gil Lederman, Dima Sivov, Aviad Cohen Zada, and Shir Niego Komforti.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings Ofer Idan, Vladi Vexler, Gil Lederman, Dima Sivov, Aviad Cohen Zada, and Shir Niego Komforti
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T09:41:04.107781Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 156af32c-7826-4b59-8211-94d0cd50c79b · outbound
This paper cites doi: 10.18653/v1/2020.acl-main.698.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings doi: 10.18653/v1/2020.acl-main.698
Reference 6
- Resolution
- verified exact
- doi, observed 2026-05-10T21:40:48.598885Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cf04d1e5-83f8-4465-9a80-a483b2849c53 · outbound
This paper cites QUEST: A Retrieval Dataset of Entity-Seeking Queries with Implicit Set Operations.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings QUEST: A Retrieval Dataset of Entity-Seeking Queries with Implicit Set Operations
Reference 7
- Resolution
- metadata mismatch
- doi, observed 2026-05-10T21:40:48.586927Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b13f9587-0198-4a49-8c06-651bf4cf5f21 · outbound
This paper cites Tony A Plate.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings Tony A Plate
Reference 8
- Resolution
- verified exact
- doi, observed 2026-05-10T21:40:48.589548Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b71815a4-6593-4fdb-8528-6fdc32ae8017 · outbound
This paper cites press/v139/radford21a.html.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings press/v139/radford21a.html
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T18:12:04.423402Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4eb25de5-20da-457f-9ebb-fda2eb26b80c · outbound
This paper cites Sentence- BERT : Sentence Embeddings using S iamese BERT -Networks.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings Sentence- BERT : Sentence Embeddings using S iamese BERT -Networks
Reference 10
- Resolution
- metadata mismatch
- doi, observed 2026-05-10T21:40:48.581868Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ce7abeaa-9d32-48eb-8331-2ff802871683 · outbound
This paper cites neurips.cc/paper_files/paper/2020/file/e43739bba7cdb577e9e3e4e42447f5a5-Paper.pdf.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings neurips.cc/paper_files/paper/2020/file/e43739bba7cdb577e9e3e4e42447f5a5-Paper.pdf
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T18:12:04.428986Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5a3f327d-50ba-4a46-bb3f-e44399794202 · outbound
This paper cites Luciano Serafini, Ivan Donadello, and Artur d’Avila Garcez.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings Luciano Serafini, Ivan Donadello, and Artur d’Avila Garcez
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T21:40:48.575183Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cd617d7d-af95-4616-adc9-3e7d09e1ed3c · outbound
This paper cites ISBN 979-8-89176-332-6.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings ISBN 979-8-89176-332-6
Reference 13
- Resolution
- verified exact
- doi, observed 2026-05-10T21:40:48.584535Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9dc73324-7816-4a36-8019-74701feb2fa8 · outbound
This paper cites Tensor Product Variable Binding and the Representation of Symbolic Structures in Connectionist Systems , url =.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings Tensor Product Variable Binding and the Representation of Symbolic Structures in Connectionist Systems , url =
Reference 14
- Resolution
- verified exact
- doi, observed 2026-05-10T21:40:48.601746Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cf49218a-4b5a-433f-b6b6-4a9ecc6832f2 · outbound
This paper cites doi: 10.18653/v1/2024.eacl-long.139.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings doi: 10.18653/v1/2024.eacl-long.139
Reference 15
- Resolution
- verified exact
- doi, observed 2026-05-10T21:40:48.568102Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 11950544-6bb9-47fc-b7f1-1b33fdc3dfb5 · outbound
This paper cites When and why vision-language models behave like bags-of-words, and what to do about it?.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings When and why vision-language models behave like bags-of-words, and what to do about it?
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T09:41:04.121070Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 88f49143-6d16-4ec6-9489-dd800d71cd9e · outbound
This paper cites pull" toward the target. ThisjustifiestheNSFLrequirementtoweightlogicalfusionsbytheminimummarginalcontribution, ensuring that high-similarity atoms (e.g., a.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings pull" toward the target. ThisjustifiestheNSFLrequirementtoweightlogicalfusionsbytheminimummarginalcontribution, ensuring that high-similarity atoms (e.g., a
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T18:12:04.418735Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2c4529d3-1ddb-4553-aba8-5e43e465f8f0 · outbound
This paper cites Table 7: Recall@K Comparison on QUEST using LogiCoL-e5-v2.
NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings Table 7: Recall@K Comparison on QUEST using LogiCoL-e5-v2
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T09:41:04.126096Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Pith citing papers
Observation 3e3b09f0-d7ab-43ba-ae61-813a404d7738 · inbound
Training, Reading, and Editing Legible Transformers cites this paper.
Training, Reading, and Editing Legible Transformers NSFL: A Post-Training Neuro-Symbolic Fuzzy Logic Framework for Boolean Operators in Neural Embeddings
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T05:35:58.568346Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.