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Paper Citation Record · LEDGER

Neuro-Symbolic AI in 2024: A Systematic Review

As of 17 August 2026, this Paper Citation Record lists 100 of 180 outbound references and 13 inbound Pith citation observations for arXiv:2501.05435.

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

pith.paper-citation-record.v1
2501.05435 v2

Coverage vector

measured 100 of 180 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:16:56.542269Z

measured 113 of 113 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:51:04.515021Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

100 of 180 outbound references displayed

  • verified exact11
  • verified fuzzy0
  • unresolved83
  • parse uncertain0
  • malformed identifier6
  • metadata mismatch0

External citation measurements

16
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 9945f977-5f5d-4bb8-a789-c45719561340 · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:16:56.099534Z digest=sha256:aa87d3ce58f80ec58563b02d9cba3269593dd542fd801de7730031ac25b7b8a4

Observation d3022dc9-2127-4a88-8f4d-ddff6cc61489 · outbound

This paper cites Dingli, Neuro-symbolic ai, 2023.

Neuro-Symbolic AI in 2024: A Systematic Review Dingli, Neuro-symbolic ai, 2023

Reference 2

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source=pdf_text observed=2026-08-10T21:16:56.104116Z digest=sha256:1d00dce633699c45fb94ebcf297e35767e44ecd58e2c0c88d8b80844e7ce4cc7

Observation 664d4c23-9fe4-47cd-b19b-54643fbcc86a · outbound

This paper cites LeCun, A path towards autonomous machine intelligence, OpenReview Archive (2022).

Neuro-Symbolic AI in 2024: A Systematic Review LeCun, A path towards autonomous machine intelligence, OpenReview Archive (2022)

Reference 3

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source=pdf_text observed=2026-08-10T21:16:56.108083Z digest=sha256:4576fa39aa8af9fba45b1105782bc19374732a824a0b4d87757a0b50f44ac018

Observation 422d0798-e78c-4d47-bb6a-c53a16888d48 · outbound

This paper cites Marcus, Rebooting ai, 2019.

Neuro-Symbolic AI in 2024: A Systematic Review Marcus, Rebooting ai, 2019

Reference 4

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source=pdf_text observed=2026-08-10T21:16:56.112276Z digest=sha256:39a6eddf52f41fd09f80b28f5ef1bc62393925b25f3a20289e7313f90fc3460e

Observation 2c21353a-41af-43cc-acfb-590987fc19e5 · outbound

This paper cites Winograd, Procedures as a Representation for Data in a Computer Program for Understanding Natural Language, AI Technical Report AITR-235, 1971.

Neuro-Symbolic AI in 2024: A Systematic Review Winograd, Procedures as a Representation for Data in a Computer Program for Understanding Natural Language, AI Technical Report AITR-235, 1971

Reference 5

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source=pdf_text observed=2026-08-10T21:16:56.116205Z digest=sha256:499ed53e3785e5d7bc746105882885b99db01caccf8bcd2169766e61a175349a

Observation ffa1f982-07eb-4184-bf17-5dc79ab2f6af · outbound

This paper cites Weizenbaum, Eliza—a computer program for the study of natural language communication between man and machine, Communications of the ACM 9 (1966) 36–45.

Neuro-Symbolic AI in 2024: A Systematic Review Weizenbaum, Eliza—a computer program for the study of natural language communication between man and machine, Communications of the ACM 9 (1966) 36–45

Reference 6

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source=pdf_text observed=2026-08-10T21:16:56.120345Z digest=sha256:18d6f992ddcc2623e8b8510ad6a50da646054b8f620d2dcdcc0654c3e003f54b

Observation c5ef5338-3520-47e0-ad7a-93386e1c3fb0 · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 7

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no resolver link, observed 2026-08-10T21:16:56.124493Z

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source=pdf_text observed=2026-08-10T21:16:56.124493Z digest=sha256:8abc931c41c5e7c9d3a20527df03da15b0c04bab2acef4810afa062dece94931

Observation 700875a9-cd76-4fc3-8445-5ba18f9350a0 · outbound

This paper cites van Melle, Mycin: a knowledge-based consultation program for infectious disease diagnosis, International Journal of Man-Machine Studies 10 (1978) 313–322.

Neuro-Symbolic AI in 2024: A Systematic Review van Melle, Mycin: a knowledge-based consultation program for infectious disease diagnosis, International Journal of Man-Machine Studies 10 (1978) 313–322

Reference 8

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verified exact
doi, observed 2026-08-10T21:16:57.591257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:16:56.128296Z digest=sha256:0b9c4bdd66605f54ee32c16f80add76cd3897398d46f6d2151171ab5dee5e71a

Observation 0ef471e4-c212-4ac8-a346-7b03b918cd61 · outbound

This paper cites ConceptNet 5.5: An Open Multilingual Graph of General Knowledge.

Neuro-Symbolic AI in 2024: A Systematic Review ConceptNet 5.5: An Open Multilingual Graph of General Knowledge

Reference 9

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source=pdf_text observed=2026-08-10T21:16:56.132369Z digest=sha256:c125ee466e26de9f3df8c9842cce8c6d04f32931573706291c6411368055f3ac

Observation 7444bd05-e139-41cb-98b3-a7d5e2087b0d · outbound

This paper cites Getting from Generative AI to Trustworthy AI: What LLMs might learn from Cyc.

Neuro-Symbolic AI in 2024: A Systematic Review Getting from Generative AI to Trustworthy AI: What LLMs might learn from Cyc

Reference 10

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source=pdf_text observed=2026-08-10T21:16:56.136687Z digest=sha256:89e80f77b6630b4546bb9bb05f71ec6fd142d5d164972875965aff235f48b1d8

Observation 7bf0a947-4d24-4725-a455-244797940f29 · outbound

This paper cites Edelkamp, M.

Neuro-Symbolic AI in 2024: A Systematic Review Edelkamp, M

Reference 11

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source=pdf_text observed=2026-08-10T21:16:56.140836Z digest=sha256:584a3a6326cbfbd6da86c738aa75cdcc24008211d00534f9e75d5008974e2730

Observation f7d05772-a83f-404a-874a-1e77c5435f12 · outbound

This paper cites Rosenblatt, The perceptron: A probabilistic model for information storage and organization in the brain., Psychological Review 65 (1958) 386–408.

Neuro-Symbolic AI in 2024: A Systematic Review Rosenblatt, The perceptron: A probabilistic model for information storage and organization in the brain., Psychological Review 65 (1958) 386–408

Reference 12

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source=pdf_text observed=2026-08-10T21:16:56.144625Z digest=sha256:a4bac25cd38128e114e27ffe237216979e11faeea8bec411aba8a46da2f3485a

Observation 3f419104-64e8-430c-8cba-957cec91007c · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 13

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no resolver link, observed 2026-08-10T21:16:56.148441Z

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source=pdf_text observed=2026-08-10T21:16:56.148441Z digest=sha256:ea48f721e6bb0806df0a955e51d433bc80a1c98e668527675f7316bd5cbaa04e

Observation 4d133eb2-c314-48a6-85e1-099a0b21cfbb · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 14

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source=pdf_text observed=2026-08-10T21:16:56.152587Z digest=sha256:c8d4da10435eecc68b1c4dc808c1b4d90abf7bed54f194dc1669d89077599e3f

Observation 34b60164-c8f9-4ced-b621-3073d4883912 · outbound

This paper cites Vaswani, N.

Neuro-Symbolic AI in 2024: A Systematic Review Vaswani, N

Reference 15

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no resolver link, observed 2026-08-10T21:16:56.156511Z

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source=pdf_text observed=2026-08-10T21:16:56.156511Z digest=sha256:c08a63b2632f67575d25843f2cbd4c3691e8bfc6c8c4a3d3375a46056e2bc5d7

Observation 3a9fb79a-bc58-4fb8-b502-220d0d2ac89d · outbound

This paper cites You Only Look Once: Unified, Real-Time Object Detection.

Neuro-Symbolic AI in 2024: A Systematic Review You Only Look Once: Unified, Real-Time Object Detection

Reference 16

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source=pdf_text observed=2026-08-10T21:16:56.164418Z digest=sha256:e3dbc904459336fc065f799215b83408342315255b9b7cd8dbc791db1d08f998

Observation 1520218f-b7bf-49df-9035-d0f403fdc499 · outbound

This paper cites Zero-Shot Text-to-Image Generation.

Neuro-Symbolic AI in 2024: A Systematic Review Zero-Shot Text-to-Image Generation

Reference 17

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source=pdf_text observed=2026-08-10T21:16:56.168596Z digest=sha256:1531d66eba27d15336845aa7483ed7574c48dcea46478a5faea8fd3654e9ab36

Observation d73d09fd-2b12-4ec6-8dd1-163b695af751 · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 18

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source=pdf_text observed=2026-08-10T21:16:56.172995Z digest=sha256:135fb860afce8d8f706169f17cee69f1b1fd0bfab7d1fc928f2e3243eb7e7218

Observation 044fc33a-8209-434e-95f3-e7bc9c6226e4 · outbound

This paper cites Kahneman, Thinking, Fast and Slow, Farrar, Straus and Giroux, 2011.

Neuro-Symbolic AI in 2024: A Systematic Review Kahneman, Thinking, Fast and Slow, Farrar, Straus and Giroux, 2011

Reference 19

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source=pdf_text observed=2026-08-10T21:16:56.176636Z digest=sha256:bd0963c415ea9180ed49372bd9c5f60da92f1c4614658e7104336dfb56238987

Observation 8f689e74-b22c-46a1-b64f-11945d151d59 · outbound

This paper cites Neurosymbolic AI and its Taxonomy: a survey.

Neuro-Symbolic AI in 2024: A Systematic Review Neurosymbolic AI and its Taxonomy: a survey

Reference 20

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no resolver link, observed 2026-08-10T21:16:56.180733Z

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source=pdf_text observed=2026-08-10T21:16:56.180733Z digest=sha256:9fbd8f3d5070c5394c52f78c5f4807169a36c6b105f4e68b7055d5549bd3cfad

Observation 06bd30bc-973f-4c5a-b301-b69f4344c0b7 · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 21

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no resolver link, observed 2026-08-10T21:16:56.185247Z

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source=pdf_text observed=2026-08-10T21:16:56.185247Z digest=sha256:3dbf8b077392f43ab79675f2bd9b01d690161422d45f7fb8c91cdaa3d98792d7

Observation e25a3eba-5fee-48fc-8346-2e700299f81b · outbound

This paper cites Towards Cognitive AI Systems: a Survey and Prospective on Neuro-Symbolic AI.

Neuro-Symbolic AI in 2024: A Systematic Review Towards Cognitive AI Systems: a Survey and Prospective on Neuro-Symbolic AI

Reference 22

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source=pdf_text observed=2026-08-10T21:16:56.189362Z digest=sha256:123a1ee52bfe8ee6a01ddb6683217d8065c7f5192bef6f395b0cf1d62ee46f41

Observation 83b8b865-c412-4533-8aef-a936f7300f0b · outbound

This paper cites Marra, S.

Neuro-Symbolic AI in 2024: A Systematic Review Marra, S

Reference 23

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source=pdf_text observed=2026-08-10T21:16:56.193897Z digest=sha256:866d3ca916bc4a92743d2bbbd705aae1782862988e951af69a00998072d45cba

Observation faf30275-8622-4fe0-bd9b-30cb6bab0996 · outbound

This paper cites Michel-Deletie, M.

Neuro-Symbolic AI in 2024: A Systematic Review Michel-Deletie, M

Reference 24

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source=pdf_text observed=2026-08-10T21:16:56.197931Z digest=sha256:a0630764e2db4360ac9eaedc420b01bfd3a5916c7b37ad45ff08f21b05c9c9fc

Observation de9cdc72-94e9-4566-aed2-9a25e4c9a215 · outbound

This paper cites Survey on Applications of Neurosymbolic Artificial Intelligence.

Neuro-Symbolic AI in 2024: A Systematic Review Survey on Applications of Neurosymbolic Artificial Intelligence

Reference 25

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verified exact
local_arxiv, observed 2026-08-10T21:16:57.476823Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:16:56.202396Z digest=sha256:917c512c0df487fef654fd7c580b1d2d10a1768c876453003ffc86b7f14c7edc

Observation cef07dd8-d417-4c77-b444-7530bc14f583 · outbound

This paper cites Hitzler, M.

Neuro-Symbolic AI in 2024: A Systematic Review Hitzler, M

Reference 26

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verified exact
doi, observed 2026-08-10T21:16:57.462362Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:16:56.207087Z digest=sha256:2d5497243dea0cbdb8efb5fd1b853bf4e94a4a9fbd6a4b5cee12951d72d700f3

Observation 9c456a77-565f-40ad-9edd-72aba68830be · outbound

This paper cites Hitzler, M.

Neuro-Symbolic AI in 2024: A Systematic Review Hitzler, M

Reference 27

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source=pdf_text observed=2026-08-10T21:16:56.211509Z digest=sha256:4f48fb7fd70be7e2d19ff38d5fd5b32f5425fbaf47dadf29bf18dcfd49d1fa80

Observation 4a1ec17c-a921-4892-b518-ebab030fab7e · outbound

This paper cites Shakarian, C.

Neuro-Symbolic AI in 2024: A Systematic Review Shakarian, C

Reference 28

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source=pdf_text observed=2026-08-10T21:16:56.220973Z digest=sha256:199e5ea1a9bd4cad35ed05260531c6d83381d9a414eed951140fd49076380654

Observation f19420f4-57d4-48f1-855e-a658007c0f54 · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 29

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source=pdf_text observed=2026-08-10T21:16:56.226354Z digest=sha256:5e131902f1a5ab91190e1f8ea1e89b518315f9dfc810e8afc18a83105d68e1ee

Observation fa809c69-ded9-4284-90b5-149972978f38 · outbound

This paper cites Large Language Models Are Neurosymbolic Reasoners.

Neuro-Symbolic AI in 2024: A Systematic Review Large Language Models Are Neurosymbolic Reasoners

Reference 30

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source=pdf_text observed=2026-08-10T21:16:56.231362Z digest=sha256:f568be22afa9ea1115a9a1ef46855ae448c47a0111a8f0fb607279592478ce23

Observation 41733744-65d1-48ce-b5e5-d2d590f429c1 · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 31

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verified exact
doi, observed 2026-08-10T21:16:57.443387Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:16:56.235589Z digest=sha256:ff84c91c78250fdcb37972927456f813005ad3300fb1faad215cff43bc93cc94

Observation 005f5bf5-8665-4c09-9648-fbaf55bb6bca · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 32

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source=pdf_text observed=2026-08-10T21:16:56.240702Z digest=sha256:cffaaceb7f4162fdd23e4582118cca62ced8a4efa895704a4f32a4966b174964

Observation fca7edf4-7c94-43ed-b91d-639648ca9552 · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 33

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source=pdf_text observed=2026-08-10T21:16:56.244726Z digest=sha256:e55212b4dacb97874a3da057f24f72cf2093508c7c8ec80b3d0d62738a7b85a1

Observation 86d65162-799d-4152-a882-949eda08d984 · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 34

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source=pdf_text observed=2026-08-10T21:16:56.249074Z digest=sha256:8111d518d58e16c67fbe0b2a84dbb03301cefda1d3ffe8b4af84dd2c8a98a032

Observation c6c9048a-0b84-4e54-9194-a1b4bda8fabc · outbound

This paper cites Neuro-Symbolic Forward Reasoning.

Neuro-Symbolic AI in 2024: A Systematic Review Neuro-Symbolic Forward Reasoning

Reference 35

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source=pdf_text observed=2026-08-10T21:16:56.254190Z digest=sha256:fa4f3d2d66d120cd881af14db795c4a31ee16c3bdb17473fce88a983be02b190

Observation a4b95e91-8468-45a9-8542-71e8f50c7f98 · outbound

This paper cites Logical Credal Networks.

Neuro-Symbolic AI in 2024: A Systematic Review Logical Credal Networks

Reference 36

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verified exact
local_arxiv, observed 2026-08-10T21:16:57.430998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:16:56.258475Z digest=sha256:c16d07cfacdbf4304c567badce5c592c7768bb21497674e729182fcfb3a3debd

Observation 7809bd5e-cf7f-45a6-8801-bc77c6268663 · outbound

This paper cites Ciatto, R.

Neuro-Symbolic AI in 2024: A Systematic Review Ciatto, R

Reference 37

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source=pdf_text observed=2026-08-10T21:16:56.262542Z digest=sha256:d87155141ce790bacb974776c53dadd459a246cc3bcb6d32495598899baf9b43

Observation 1f2210cb-9c3f-4a46-80c6-554edc41238c · outbound

This paper cites Semantic Strengthening of Neuro-Symbolic Learning.

Neuro-Symbolic AI in 2024: A Systematic Review Semantic Strengthening of Neuro-Symbolic Learning

Reference 38

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source=pdf_text observed=2026-08-10T21:16:56.266371Z digest=sha256:f7e5d17d1eececba45f8e48e321c945298e9e35f39a66ce81b3cc2284550b604

Observation 776f25bf-aa9f-457e-80f8-0037975b7d94 · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 39

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source=pdf_text observed=2026-08-10T21:16:56.270195Z digest=sha256:bba87f3620920888fe3802634a3bde8fba97d127fdcfe98f010f0b8ed0d24f41

Observation b6d86ad1-d597-445c-9dbe-685b1de12b4e · outbound

This paper cites Leveraging Abstract Meaning Representation for Knowledge Base Question Answering.

Neuro-Symbolic AI in 2024: A Systematic Review Leveraging Abstract Meaning Representation for Knowledge Base Question Answering

Reference 40

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source=pdf_text observed=2026-08-10T21:16:56.274663Z digest=sha256:1a954371b80b325aabe37fad1e0b78630db59c92354c7c00e7982f3f24c1b399

Observation b0cfd6e0-44ff-424c-8e5c-5e993f9af8e5 · outbound

This paper cites Knowledge-based Analogical Reasoning in Neuro-symbolic Latent Spaces.

Neuro-Symbolic AI in 2024: A Systematic Review Knowledge-based Analogical Reasoning in Neuro-symbolic Latent Spaces

Reference 41

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source=pdf_text observed=2026-08-10T21:16:56.279079Z digest=sha256:e76b325663d9f2db8acafcf82fc752c0258f773dbc53ea6e7e463d2518bbc5e0

Observation ebb62780-02f1-4758-a4d6-427879aa6718 · outbound

This paper cites Behavior Cloned Transformers are Neurosymbolic Reasoners.

Neuro-Symbolic AI in 2024: A Systematic Review Behavior Cloned Transformers are Neurosymbolic Reasoners

Reference 42

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source=pdf_text observed=2026-08-10T21:16:56.283415Z digest=sha256:ec6eb4533ff1cea252d53794553c574105b197e6894b228704cf59e97b65fb0f

Observation 0f37a22a-5ace-4fff-918e-d0fd5f726857 · outbound

This paper cites Conversational Neuro-Symbolic Commonsense Reasoning.

Neuro-Symbolic AI in 2024: A Systematic Review Conversational Neuro-Symbolic Commonsense Reasoning

Reference 43

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source=pdf_text observed=2026-08-10T21:16:56.287818Z digest=sha256:028efbef73ac6c86632e7f3766f06ebf53a941906218180dc34e6f0101718da4

Observation 8ced6289-be29-450a-b649-348e4829632f · outbound

This paper cites Neuro-symbolic Commonsense Social Reasoning.

Neuro-Symbolic AI in 2024: A Systematic Review Neuro-symbolic Commonsense Social Reasoning

Reference 44

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source=pdf_text observed=2026-08-10T21:16:56.292199Z digest=sha256:05786787b9deb2e8e6ba9186451d63edc100237ced85ef53070f6c7224c9a55e

Observation af3fc6b0-b7ca-44af-875e-38d99b78db49 · outbound

This paper cites CRoW: Benchmarking Commonsense Reasoning in Real-World Tasks.

Neuro-Symbolic AI in 2024: A Systematic Review CRoW: Benchmarking Commonsense Reasoning in Real-World Tasks

Reference 45

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source=pdf_text observed=2026-08-10T21:16:56.296866Z digest=sha256:3c9aab79eb89f49f9c9fb76a345d7489d978b5099d5f45636ad9fd55e8debaf4

Observation 2e98bd4b-1c4b-4b46-a5c1-aace0033bece · outbound

This paper cites LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic Provers.

Neuro-Symbolic AI in 2024: A Systematic Review LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic Provers

Reference 46

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source=pdf_text observed=2026-08-10T21:16:56.301547Z digest=sha256:601e33d9f90651f529f768f7a7d5f09ccabc4c2be72ff577a0536e4a3c6b002b

Observation 44f66278-e6d7-40b4-87cb-2c160c08340c · outbound

This paper cites Prentzas, I.

Neuro-Symbolic AI in 2024: A Systematic Review Prentzas, I

Reference 47

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source=pdf_text observed=2026-08-10T21:16:56.305971Z digest=sha256:6fb00caadc433f5d43fa8a00cf5499e9052d8173200b57a79431ae3d5f17bdad

Observation ad3c8c8f-e3ae-415d-8488-146dce98287c · outbound

This paper cites Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought.

Neuro-Symbolic AI in 2024: A Systematic Review Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought

Reference 48

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source=pdf_text observed=2026-08-10T21:16:56.310095Z digest=sha256:d51e8642243367217aabf2c969e8c2cd8c5e09d2e4de07d085220d617d53a7a9

Observation 04245e02-10d3-48a4-89f7-7d982d8853b5 · outbound

This paper cites Safe Neurosymbolic Learning with Differentiable Symbolic Execution.

Neuro-Symbolic AI in 2024: A Systematic Review Safe Neurosymbolic Learning with Differentiable Symbolic Execution

Reference 49

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source=pdf_text observed=2026-08-10T21:16:56.315358Z digest=sha256:0133582c6de1a9e2a876b1693cf45406948d8c384daeb5f1f1f108fcdce72d55

Observation a64eb689-da46-47e5-a28f-12df296cd87e · outbound

This paper cites Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs.

Neuro-Symbolic AI in 2024: A Systematic Review Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs

Reference 50

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source=pdf_text observed=2026-08-10T21:16:56.320490Z digest=sha256:1d251c826b64ddf586ba7ab677372df66f0d55f0cf6aae9d38fe94a567ee9978

Observation 645378c8-0df9-491d-a31e-581bc362cc6b · outbound

This paper cites PSYCHIC: A Neuro-Symbolic Framework for Knowledge Graph Question-Answering Grounding.

Neuro-Symbolic AI in 2024: A Systematic Review PSYCHIC: A Neuro-Symbolic Framework for Knowledge Graph Question-Answering Grounding

Reference 51

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source=pdf_text observed=2026-08-10T21:16:56.325177Z digest=sha256:155bb1ea476ddaa485ff1d82cdc9178ef055896cea8fa66e06c6ce97aaf245d5

Observation 28056ec6-04e4-41ed-b46d-9afc6c70dafb · outbound

This paper cites Dynamic Neuro-Symbolic Knowledge Graph Construction for Zero-shot Commonsense Question Answering.

Neuro-Symbolic AI in 2024: A Systematic Review Dynamic Neuro-Symbolic Knowledge Graph Construction for Zero-shot Commonsense Question Answering

Reference 52

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source=pdf_text observed=2026-08-10T21:16:56.329406Z digest=sha256:6c24b9df31d89bbd1d74f40bab5bcd1d8eb1f0b11c01aa7a35aafeae32582e8a

Observation e2c62ceb-bbfa-4b2e-b2bf-d4a6a9c52689 · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-10T21:16:56.333407Z digest=sha256:a602a120d125f9387eba8096691c8daa29bedf7abececd3c40412a25a8ad6650

Observation 06ae6b16-3021-4f83-9928-d4033ee6e03f · outbound

This paper cites Chaudhury, P.

Neuro-Symbolic AI in 2024: A Systematic Review Chaudhury, P

Reference 54

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verified exact
doi, observed 2026-08-10T21:16:57.381157Z

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source=pdf_text observed=2026-08-10T21:16:56.337252Z digest=sha256:31d8344563782f7fc64d639c2644623a8bbabe52a480429825ee6aebee212409

Observation e75c53ed-99bf-4a67-b935-dabde8d15cc4 · outbound

This paper cites GENOME: GenerativE Neuro-symbOlic visual reasoning by growing and reusing ModulEs.

Neuro-Symbolic AI in 2024: A Systematic Review GENOME: GenerativE Neuro-symbOlic visual reasoning by growing and reusing ModulEs

Reference 55

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source=pdf_text observed=2026-08-10T21:16:56.341665Z digest=sha256:885fb08dffffd3eea030f997d8c9154ca7deb6e2d619b4b871a5dc0504ce2e12

Observation 00ce037d-52b7-4ec6-ada7-47830e26718d · outbound

This paper cites Chitnis, T.

Neuro-Symbolic AI in 2024: A Systematic Review Chitnis, T

Reference 56

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source=pdf_text observed=2026-08-10T21:16:56.346364Z digest=sha256:2a5489decf7b5a9de64f36f0e3c9a39fcc889a9f122b5cac9d2fd9b2f6bbf0eb

Observation 6c80eacc-63de-4d53-a634-2dc7d0999167 · outbound

This paper cites Learning Neuro-Symbolic Relational Transition Models for Bilevel Planning.

Neuro-Symbolic AI in 2024: A Systematic Review Learning Neuro-Symbolic Relational Transition Models for Bilevel Planning

Reference 57

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source=pdf_text observed=2026-08-10T21:16:56.355456Z digest=sha256:c815509193ad35a0ba8fa98ebbb7fcba9f5b89fb38c4d52e39ed8c18e78e3e99

Observation 4870203d-22d5-44f0-976d-ed2df739ce07 · outbound

This paper cites Neuro-symbolic Natural Logic with Introspective Revision for Natural Language Inference.

Neuro-Symbolic AI in 2024: A Systematic Review Neuro-symbolic Natural Logic with Introspective Revision for Natural Language Inference

Reference 58

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source=pdf_text observed=2026-08-10T21:16:56.359714Z digest=sha256:3c5c77d7a3eb1f01b36c19856aea28903736fb5248ded50d5ce93dc6e604411c

Observation 29ef87a8-aeb9-44d2-b328-3859e57514ba · outbound

This paper cites Hazra, B.

Neuro-Symbolic AI in 2024: A Systematic Review Hazra, B

Reference 60

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source=pdf_text observed=2026-08-10T21:16:56.367830Z digest=sha256:9a2c6f10c81a275a73461ef4be2943faf7400d00b57e7ccbef45e1c39b6aeabd

Observation 792b529f-fd0a-4c9d-ac8a-bd9edc8bd02d · outbound

This paper cites Deep Explainable Relational Reinforcement Learning: A Neuro-Symbolic Approach.

Neuro-Symbolic AI in 2024: A Systematic Review Deep Explainable Relational Reinforcement Learning: A Neuro-Symbolic Approach

Reference 61

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source=pdf_text observed=2026-08-10T21:16:56.372143Z digest=sha256:cc04732b03ef3c435bfe7164cf6059ce6f0e133c8805fa88c35462af0a0096f6

Observation dff618bf-6bff-41f3-b50e-fe9a982cc17f · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 62

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source=pdf_text observed=2026-08-10T21:16:56.376145Z digest=sha256:a345a24bfd2a373ea5eb454c345fdae2cd38c01bb05e0147815926abb4bbedf6

Observation 78a3cebb-f3a9-4bc4-b24e-a0f95b67f89c · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 63

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source=pdf_text observed=2026-08-10T21:16:56.379944Z digest=sha256:1cea6f0e8cb491fd51b80491ce00efe8a780bdb7819e8a9626a4926a8c45ed4e

Observation be5ed4e4-3b83-461c-a53c-5d78b2c23144 · outbound

This paper cites Neuro-Symbolic Reinforcement Learning with First-Order Logic.

Neuro-Symbolic AI in 2024: A Systematic Review Neuro-Symbolic Reinforcement Learning with First-Order Logic

Reference 64

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:16:56.383912Z digest=sha256:7e5ce89639c5d5eaae80f5812172d1e2f562b95f4ab4d0833baf62c54f4d8425

Observation afe9b256-e27d-41d8-8b3c-c741c7156848 · outbound

This paper cites Kimura, S.

Neuro-Symbolic AI in 2024: A Systematic Review Kimura, S

Reference 65

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source=pdf_text observed=2026-08-10T21:16:56.388057Z digest=sha256:82cfe82cb6984dc23217ee55c265b81613f0948844681930390bbfaf36210b2d

Observation 74876f4e-ed57-403f-a4c7-36b632e137e3 · outbound

This paper cites A-NeSI: A Scalable Approximate Method for Probabilistic Neurosymbolic Inference.

Neuro-Symbolic AI in 2024: A Systematic Review A-NeSI: A Scalable Approximate Method for Probabilistic Neurosymbolic Inference

Reference 66

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source=pdf_text observed=2026-08-10T21:16:56.392055Z digest=sha256:5a6cf511f3af1f5a0bcfc47f8af642bf63ab8c7ea53eb5f399fc2ab2931e0660

Observation be089e8a-d561-4ede-ae22-9e3ea7b7a9a7 · outbound

This paper cites Mghames, L.

Neuro-Symbolic AI in 2024: A Systematic Review Mghames, L

Reference 67

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source=pdf_text observed=2026-08-10T21:16:56.395778Z digest=sha256:4c14602bb7410f98c9593435d14ce34c29ecb7795ae2820dfd6aa59d6612ed31

Observation c8fd3ab7-3d0a-4d18-af6a-b0150a424267 · outbound

This paper cites Text-based RL Agents with Commonsense Knowledge: New Challenges, Environments and Baselines.

Neuro-Symbolic AI in 2024: A Systematic Review Text-based RL Agents with Commonsense Knowledge: New Challenges, Environments and Baselines

Reference 68

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:16:56.399813Z digest=sha256:0ec0165a40ccf45c6456aa805593ea195a4ce2c7c9389c895368d79f8bbe086c

Observation 38dd2eeb-6e61-4374-accb-9f3e77c54d13 · outbound

This paper cites Nguyen, K.

Neuro-Symbolic AI in 2024: A Systematic Review Nguyen, K

Reference 69

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no resolver link, observed 2026-08-10T21:16:56.404228Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-10T21:16:56.404228Z digest=sha256:6a529565a89eb220ed3d3be13d1c8210c921807412ed390c0ffa7a1b174aa21b

Observation cc462f0d-0ea3-4965-bcf0-d0f04957c11d · outbound

This paper cites TV-TREES: Multimodal Entailment Trees for Neuro-Symbolic Video Reasoning.

Neuro-Symbolic AI in 2024: A Systematic Review TV-TREES: Multimodal Entailment Trees for Neuro-Symbolic Video Reasoning

Reference 70

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source=pdf_text observed=2026-08-10T21:16:56.408367Z digest=sha256:3dd1576b53f487a818950323231fc1043a1568fd33abba0c2621ebafc4810fb0

Observation 34a70cda-0170-47b1-9d19-929b4b2967ee · outbound

This paper cites Sanyal, R.

Neuro-Symbolic AI in 2024: A Systematic Review Sanyal, R

Reference 71

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source=pdf_text observed=2026-08-10T21:16:56.412728Z digest=sha256:2f28f01822bfb856b7993f45b896b50adb7fca92d1338c0e55c2b6cd003698be

Observation c4922c95-f744-4606-9af7-1d94f9d06859 · outbound

This paper cites Sharifi, M.

Neuro-Symbolic AI in 2024: A Systematic Review Sharifi, M

Reference 72

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source=pdf_text observed=2026-08-10T21:16:56.416586Z digest=sha256:743ed940426c511dfb50b3c6432ac7ac5205f453691988fe3371f968f7c2ce24

Observation 7d9107b9-1f86-4047-baec-e1d9e7a550d0 · outbound

This paper cites Learning Neuro-Symbolic Skills for Bilevel Planning.

Neuro-Symbolic AI in 2024: A Systematic Review Learning Neuro-Symbolic Skills for Bilevel Planning

Reference 73

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source=pdf_text observed=2026-08-10T21:16:56.420230Z digest=sha256:1c1d8f19a2ec42d5ba42b246da949c19d5fef653650283407c62543a0e963f7e

Observation 7d70d887-e31b-4293-910b-e23dec3ea519 · outbound

This paper cites ScienceWorld: Is your Agent Smarter than a 5th Grader?.

Neuro-Symbolic AI in 2024: A Systematic Review ScienceWorld: Is your Agent Smarter than a 5th Grader?

Reference 74

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source=pdf_text observed=2026-08-10T21:16:56.425036Z digest=sha256:9176dad80cc56d03f191a20057043f327d6058389ea63e40d944e3fd0512815a

Observation 4c876bd9-13e6-4b44-b3c0-2461ab3c5ddd · outbound

This paper cites DeepStochLog: Neural Stochastic Logic Programming.

Neuro-Symbolic AI in 2024: A Systematic Review DeepStochLog: Neural Stochastic Logic Programming

Reference 75

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verified exact
local_arxiv, observed 2026-08-10T21:16:57.319090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-10T21:16:56.428998Z digest=sha256:2c44b9b8ec7bad35154e72baaa28b134d0caf4c3f8c2359b43c21fd2c86ba9f5

Observation 4eff1c60-15c9-4c3f-92e0-8b3f71ed8124 · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 76

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source=pdf_text observed=2026-08-10T21:16:56.433257Z digest=sha256:f69e6bc6bc496b416dfa79cc555313fb520b06f753898a263c85beba0f738e98

Observation c7a26c0b-93c6-4b8f-b298-f1ae5ed7ac55 · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 77

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no resolver link, observed 2026-08-10T21:16:56.437156Z

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source=pdf_text observed=2026-08-10T21:16:56.437156Z digest=sha256:2c296fe8c53c34f264dbc5973346841a8f8a580a0b38a13eb78ee15f4791cf2f

Observation 321c8b84-1bc1-49f4-a57f-316abddb6de2 · outbound

This paper cites Neuro-symbolic Models for Interpretable Time Series Classification using Temporal Logic Description.

Neuro-Symbolic AI in 2024: A Systematic Review Neuro-symbolic Models for Interpretable Time Series Classification using Temporal Logic Description

Reference 78

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source=pdf_text observed=2026-08-10T21:16:56.440927Z digest=sha256:8d07200f9e991581963947e73beba8e7592e2cfc1c47e6d47ca01f1f911e5a37

Observation 885fd118-27a7-4433-a4e8-a5e7c58ef173 · outbound

This paper cites Badreddine, A.

Neuro-Symbolic AI in 2024: A Systematic Review Badreddine, A

Reference 79

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source=pdf_text observed=2026-08-10T21:16:56.445348Z digest=sha256:1d8b422ba2c3e3eb9fee9e4d6f17befa307204e0645cfc426f405ceafe65f34d

Observation 844e4052-a1e5-411d-b685-fb153b7f1c10 · outbound

This paper cites Convex and Bilevel Optimization for Neuro-Symbolic Inference and Learning.

Neuro-Symbolic AI in 2024: A Systematic Review Convex and Bilevel Optimization for Neuro-Symbolic Inference and Learning

Reference 80

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Observation 53bac139-40fe-48ec-aeef-7b8c0691aea3 · outbound

This paper cites Zero-shot Sequential Neuro-symbolic Reasoning for Automatically Generating Architecture Schematic Designs.

Neuro-Symbolic AI in 2024: A Systematic Review Zero-shot Sequential Neuro-symbolic Reasoning for Automatically Generating Architecture Schematic Designs

Reference 81

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source=pdf_text observed=2026-08-10T21:16:56.453914Z digest=sha256:209f9e6e746a5f11be37c1d13c54c58261151b9c366487fa10c680ac9f972137

Observation 8436239e-3770-4997-81ef-abc21344a8f5 · outbound

This paper cites Potteiger, X.

Neuro-Symbolic AI in 2024: A Systematic Review Potteiger, X

Reference 82

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source=pdf_text observed=2026-08-10T21:16:56.458159Z digest=sha256:f7076c638126049b9f02a646f814b116197c7d2fbe4feef704a78554659e1e4d

Observation 7b604161-f8e6-49fa-a6ea-1de8abcfcbea · outbound

This paper cites Analyzing Commonsense Emergence in Few-shot Knowledge Models.

Neuro-Symbolic AI in 2024: A Systematic Review Analyzing Commonsense Emergence in Few-shot Knowledge Models

Reference 84

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source=pdf_text observed=2026-08-10T21:16:56.466229Z digest=sha256:4ee5c4d690f15fff775e56ff95c49789d6588a72c2d825d265aa463e47a0d1ea

Observation ae300bda-965d-45f9-b9a7-563a6b83024e · outbound

This paper cites Learning Task-General Representations with Generative Neuro-Symbolic Modeling.

Neuro-Symbolic AI in 2024: A Systematic Review Learning Task-General Representations with Generative Neuro-Symbolic Modeling

Reference 85

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source=pdf_text observed=2026-08-10T21:16:56.470135Z digest=sha256:07a804ee003962485dcba54ed70709a246f3bbe28959d335175fec1e4fb3e3a0

Observation 81bb7b8b-911a-4967-b752-9bed2f7d6565 · outbound

This paper cites Gholipour Ghalandari, C.

Neuro-Symbolic AI in 2024: A Systematic Review Gholipour Ghalandari, C

Reference 86

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source=pdf_text observed=2026-08-10T21:16:56.473907Z digest=sha256:44788c003f89159e8cbbca3c59b26e9b41387f4ff57230683a1afd8b49ad6c2f

Observation 6c508848-0d88-4c59-91e3-5030cfdf07e4 · outbound

This paper cites Gomaa, M.

Neuro-Symbolic AI in 2024: A Systematic Review Gomaa, M

Reference 87

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source=pdf_text observed=2026-08-10T21:16:56.477521Z digest=sha256:ffca9fa2ab3629f7575c1db469c2479dc08fcf9f9ae5b4e6e468ce4725367918

Observation 48cd6a8b-7619-48b5-ae9f-4c28b014dbb7 · outbound

This paper cites LinkBERT: Pretraining Language Models with Document Links.

Neuro-Symbolic AI in 2024: A Systematic Review LinkBERT: Pretraining Language Models with Document Links

Reference 88

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Observation 86cd8c66-3c5b-4c87-8959-66a974af5891 · outbound

This paper cites Unsupervised Learning of Neurosymbolic Encoders.

Neuro-Symbolic AI in 2024: A Systematic Review Unsupervised Learning of Neurosymbolic Encoders

Reference 89

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source=pdf_text observed=2026-08-10T21:16:56.485098Z digest=sha256:ea7e4094da9ab0288ee518f85c29272f900caf0544e3436545178c4944cc972d

Observation cf63932b-1c51-439e-8b67-90bea4b50d38 · outbound

This paper cites Compositional diversity in visual concept learning.

Neuro-Symbolic AI in 2024: A Systematic Review Compositional diversity in visual concept learning

Reference 90

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source=pdf_text observed=2026-08-10T21:16:56.489250Z digest=sha256:3c38c8e626ca6b721e0bb553aac069f7b537c4ac6dd1822d1e651aca04d4335f

Observation 41683e36-db2a-449a-8021-3e18846b4e7f · outbound

This paper cites Scaling Up Models and Data with $\texttt{t5x}$ and $\texttt{seqio}$.

Neuro-Symbolic AI in 2024: A Systematic Review Scaling Up Models and Data with $\texttt{t5x}$ and $\texttt{seqio}$

Reference 91

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source=pdf_text observed=2026-08-10T21:16:56.493273Z digest=sha256:f022b1561bb0452811fd6a684ab17d87615746db4721f24fe2ccfe948cef5976

Observation 6caeb6c4-8167-4743-bd97-d8cee6027649 · outbound

This paper cites Fabiano, V.

Neuro-Symbolic AI in 2024: A Systematic Review Fabiano, V

Reference 92

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Observation c17822eb-2642-4fcb-9e16-2d92d1ee1f67 · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 93

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Observation b05c43f9-1586-472b-b598-0fc8626be1d7 · outbound

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Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 94

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Observation 1c5cfc3f-b550-4ac4-8bbe-5ccdda740c11 · outbound

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Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 95

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Observation bc5f54f5-cdf3-4aee-be71-1b173f18bd00 · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 96

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source=pdf_text observed=2026-08-10T21:16:56.511981Z digest=sha256:468d2dd0b21f18151e56f0ad180b3912b3a1c10eed0bf447828994333b8535c4

Observation af12e091-67fc-42ee-b395-a7a0aa004951 · outbound

This paper cites Knowles, M.

Neuro-Symbolic AI in 2024: A Systematic Review Knowles, M

Reference 97

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source=pdf_text observed=2026-08-10T21:16:56.515707Z digest=sha256:b6c6a1dfd0a61407c08fc9430bf334da9057274f10eefe3210c623f18fd8ff6f

Observation 45d744d0-ecca-4cd8-8f05-4d164ae07787 · outbound

This paper cites WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation.

Neuro-Symbolic AI in 2024: A Systematic Review WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation

Reference 99

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Observation dce2971c-3cd2-467f-83c3-ad129b3cebda · outbound

This paper cites an unresolved cited work.

Neuro-Symbolic AI in 2024: A Systematic Review Unresolved cited work

Reference 100

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Observation 7a749b84-2558-467d-a49d-6b713c287659 · outbound

This paper cites Smirnova, J.

Neuro-Symbolic AI in 2024: A Systematic Review Smirnova, J

Reference 101

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source=pdf_text observed=2026-08-10T21:16:56.533010Z digest=sha256:36be1c42893400e06c7423c89fcc0bfa46ed309b31c5bdf812e1a731ba06c954

Observation 6862400a-c1c1-4639-b10b-80045e047b8e · outbound

This paper cites Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models.

Neuro-Symbolic AI in 2024: A Systematic Review Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models

Reference 102

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source=pdf_text observed=2026-08-10T21:16:56.537564Z digest=sha256:ec222b40d0416d3e4df042220ba7409fe55847b6326fc66a48c79c274c101450

Observation 95f37bec-30d3-4866-aeca-40d6f43d780f · outbound

This paper cites Sukhbaatar, D.

Neuro-Symbolic AI in 2024: A Systematic Review Sukhbaatar, D

Reference 103

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source=pdf_text observed=2026-08-10T21:16:56.542269Z digest=sha256:e41597cde9b8240868ba9953f05eee6b386e0fcc173168b85d0dd2e96d234f23

Pith citing papers

Observation 10f7e15f-cf91-4f33-a823-a70d3c96b598 · inbound

Neuro-Symbolic AI in 2024: A Systematic Review cites this paper.

Neuro-Symbolic AI in 2024: A Systematic Review Neuro-Symbolic AI in 2024: A Systematic Review

Reference 178

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Observation 530b6cc0-4242-459e-acfc-255a3385c88c · inbound

The Rise of Small Language Models in Healthcare: A Comprehensive Survey cites this paper.

The Rise of Small Language Models in Healthcare: A Comprehensive Survey Neuro-Symbolic AI in 2024: A Systematic Review

Reference 32

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Observation 5397e059-38be-443e-8a62-a64274b2bcfa · inbound

On the Parallels Between Evolutionary Theory and the State of AI cites this paper.

On the Parallels Between Evolutionary Theory and the State of AI Neuro-Symbolic AI in 2024: A Systematic Review

Reference 35

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source=pdf_text observed=2026-08-15T21:46:08.541733Z digest=sha256:3a7bdbc8759504728c44f524b0777f8a50273d8fb8d7d98950b00d209fd7315d

Observation 83f6cdc8-52bd-44fc-a165-6a917520c462 · inbound

Evolutionary Developmental Biology Can Serve as the Conceptual Foundation for a New Design Paradigm in Artificial Intelligence cites this paper.

Evolutionary Developmental Biology Can Serve as the Conceptual Foundation for a New Design Paradigm in Artificial Intelligence Neuro-Symbolic AI in 2024: A Systematic Review

Reference 29

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source=arxiv_source observed=2026-08-07T00:43:56.572548Z digest=sha256:3597975f70f5974c28d2589d19671fac9c886544790d774e2b324861d9f82512

Observation 5ac82d4a-8628-43b1-aba0-c1e477e1ed12 · inbound

Evolution, Future of AI, and Singularity cites this paper.

Evolution, Future of AI, and Singularity Neuro-Symbolic AI in 2024: A Systematic Review

Reference 58

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source=pdf_text observed=2026-08-15T19:49:20.716026Z digest=sha256:f22b1fb3902e53daed65cb01b7357f88427815a0f38eb5692a148955d9c23c7e

Observation 26344ec5-300e-4115-bc00-626b7bfcdced · inbound

HyDRA: A Hybrid-Driven Reasoning Architecture for Verifiable Knowledge Graphs cites this paper.

HyDRA: A Hybrid-Driven Reasoning Architecture for Verifiable Knowledge Graphs Neuro-Symbolic AI in 2024: A Systematic Review

Reference 10

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source=pdf_text observed=2026-08-06T15:26:15.713094Z digest=sha256:c82e1c5620ed8a9a16063e4a717ecd72c287802155db16ecd0abd34c57fc8d12

Observation e129920a-ecbd-42c1-8b20-587078f8c1a9 · inbound

Neuro-Symbolic AI for Cybersecurity: State of the Art, Challenges, and Opportunities cites this paper.

Neuro-Symbolic AI for Cybersecurity: State of the Art, Challenges, and Opportunities Neuro-Symbolic AI in 2024: A Systematic Review

Reference 19

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Observation c9a36edc-e292-406b-8063-1fde72b6388b · inbound

Neuro-Symbolic Control with Large Language Models for Language-Guided Spatial Tasks cites this paper.

Neuro-Symbolic Control with Large Language Models for Language-Guided Spatial Tasks Neuro-Symbolic AI in 2024: A Systematic Review

Reference 25

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Observation 309a0f4d-5f9a-48af-a5bb-ff322bbfb00c · inbound

Autonomous Business System via Neuro-symbolic AI cites this paper.

Autonomous Business System via Neuro-symbolic AI Neuro-Symbolic AI in 2024: A Systematic Review

Reference 31

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source=pdf_text observed=2026-05-16T12:45:04.815856Z digest=sha256:62d07753c7b08a0b82eec179c217e6ec3bd10b61b0f75711ca1b83b926638345

Observation 559c3787-f1a1-4f1a-a94f-63e296fc7e59 · inbound

Homoglyph-based Adversarial Perturbation of Introductory Computer Science Theory Problems cites this paper.

Homoglyph-based Adversarial Perturbation of Introductory Computer Science Theory Problems Neuro-Symbolic AI in 2024: A Systematic Review

Reference 3

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source=pdf_text observed=2026-05-21T01:35:41.207114Z digest=sha256:78c33b68b406bf364e5a6e8de2f7ad7305c5175bb7ab0213876c9006e5fc4336

Observation 12c8263d-f15b-4c48-8e99-d4f86b549dd1 · inbound

Neuro-Symbolic Agents for Regulated Process Automation: Challenges and Research Agenda cites this paper.

Neuro-Symbolic Agents for Regulated Process Automation: Challenges and Research Agenda Neuro-Symbolic AI in 2024: A Systematic Review

Reference 3

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source=pdf_text observed=2026-06-27T07:13:49.987087Z digest=sha256:ef6bfc03c3d3b7bd998456c0a3ef49a396e331781968636c238ef4060a62cf98

Observation 5b5586f1-c97f-473f-9d88-0ed8a9de2c4a · inbound

The Almost Intelligent Revolution: Options for Scaling Up Deliberation and Empowering People with AI cites this paper.

The Almost Intelligent Revolution: Options for Scaling Up Deliberation and Empowering People with AI Neuro-Symbolic AI in 2024: A Systematic Review

Reference 35

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Observation cddfe28c-ac37-4ad4-9683-2f264ee568de · inbound

SGA: Plug&Play Geometric Verification for Educational Video Synthesis cites this paper.

SGA: Plug&Play Geometric Verification for Educational Video Synthesis Neuro-Symbolic AI in 2024: A Systematic Review

Reference 29

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