Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T21:46:30.138696Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 0 inbound Pith citation observations for arXiv:2506.23408.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T21:46:30.138696Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
75 of 75 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 560555cc-1de9-46d2-99df-0e44d94d859e · outbound
Do LLMs Dream of Discrete Algorithms? Unresolved cited work
Reference 1
Source-reported events for the cited work
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Observation c7a2c4e1-c161-4052-965f-4b55dda08162 · outbound
Do LLMs Dream of Discrete Algorithms? Unresolved cited work
Reference 2
Source-reported events for the cited work
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Observation c98b23de-47f3-485d-a960-e8623c5aea84 · outbound
Do LLMs Dream of Discrete Algorithms? 4 Current LLM architectures, while powerful in generating plausible text, often lack the explicit structure needed for rigorous logical reasoning and reliable problem decomposition
Reference 3
Source-reported events for the cited work
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Observation 04c69ab7-e87c-44d5-8515-58fdefab96d6 · outbound
Do LLMs Dream of Discrete Algorithms? Unresolved cited work
Reference 4
Source-reported events for the cited work
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Observation 630b451b-90a7-4450-95eb-aa323d704d00 · outbound
Do LLMs Dream of Discrete Algorithms? Unresolved cited work
Reference 5
Source-reported events for the cited work
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Observation e025331b-3dbd-4757-9784-32e1138f1d50 · outbound
Do LLMs Dream of Discrete Algorithms? Unresolved cited work
Reference 6
Source-reported events for the cited work
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Observation 3f69f9f2-610f-445b-85a2-2de1037ae70a · outbound
Do LLMs Dream of Discrete Algorithms? Unresolved cited work
Reference 7
Source-reported events for the cited work
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Observation adf9d6c5-1b15-4727-b7c9-52d3bc8d5bc4 · outbound
Do LLMs Dream of Discrete Algorithms? Unresolved cited work
Reference 8
Source-reported events for the cited work
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Observation 4706e16e-5744-4275-8906-f8a4114e7d11 · outbound
Do LLMs Dream of Discrete Algorithms? The reader can easily see that the first question requires just a simple yes/no answer
Reference 9
Source-reported events for the cited work
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Observation fe075a39-396f-4a54-a1c8-b79e37c04a8d · outbound
Do LLMs Dream of Discrete Algorithms? To answer the first question, we will refer the user to [20]
Reference 10
Source-reported events for the cited work
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Observation a2ef1cce-0d34-4b5f-9af9-0fed9fcf61c4 · outbound
Do LLMs Dream of Discrete Algorithms? Unresolved cited work
Reference 11
Source-reported events for the cited work
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Observation 559e4f2d-a1c9-4155-8017-c4c2885e5695 · outbound
Do LLMs Dream of Discrete Algorithms? explanation
Reference 12
Source-reported events for the cited work
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Observation 6f659d2d-c220-4bdf-b8d8-fee3453f69d3 · outbound
Do LLMs Dream of Discrete Algorithms? Unresolved cited work
Reference 13
Source-reported events for the cited work
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Observation d0a741c1-33a8-4aad-a3c6-303bb53256dd · outbound
Do LLMs Dream of Discrete Algorithms? As advantage, it connects directly to Python infrastruc- ture
Reference 14
Source-reported events for the cited work
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Observation d796cf59-8f4a-4c5f-9dcc-78a4394fa0d7 · outbound
Do LLMs Dream of Discrete Algorithms? As advantage, this allows one to have better control over hallucination and security, and even use smaller or sim- pler models to generate the code
Reference 15
Source-reported events for the cited work
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Observation 552f1365-3cf9-44b3-a828-aa357f531098 · outbound
Do LLMs Dream of Discrete Algorithms? Unresolved cited work
Reference 16
Source-reported events for the cited work
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Do LLMs Dream of Discrete Algorithms? The ai scientist: Towards fully automated open-ended scien- tific discovery
Reference 17
Source-reported events for the cited work
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Observation fd340205-4e63-4245-b1f9-6997c095eaa7 · outbound
Do LLMs Dream of Discrete Algorithms? Ai agents are disrupting automation: Current approaches, market solutions and rec- ommendations, 2024
Reference 18
Source-reported events for the cited work
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Observation eb69044a-a5b0-408d-9df1-f32d4b47544c · outbound
Do LLMs Dream of Discrete Algorithms? Piantadosi
Reference 19
Source-reported events for the cited work
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Observation 80e4f785-fddd-45ed-8c21-ab4bad526341 · outbound
Do LLMs Dream of Discrete Algorithms? Enhancing llm reasoning through prolog: A breakthrough in symbolic logic processing, March 2025
Reference 20
Source-reported events for the cited work
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Observation 4b264e90-8883-4e2a-b376-7c0bb9b417c7 · outbound
Reference 21
Source-reported events for the cited work
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Do LLMs Dream of Discrete Algorithms? Crewai: Orchestrate autonomous ai agents as a crew
Reference 22
Source-reported events for the cited work
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Observation 4dffa0e9-ec97-4242-8348-d8ed2b3f85bd · outbound
Do LLMs Dream of Discrete Algorithms? Experimenting with planning and reasoning in ad 33 hoc teamwork environments with large language models
Reference 23
Source-reported events for the cited work
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Observation 4f91e6ef-ae93-4d85-a323-b448818f5274 · outbound
Do LLMs Dream of Discrete Algorithms? Se- cure by design alert: Eliminating os command injection vul- nerabilities
Reference 24
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.
Observation a70d1199-4de4-4fcf-a841-2d169beb8c61 · outbound
Do LLMs Dream of Discrete Algorithms? Data visualization reference guides, 2025
Reference 25
Source-reported events for the cited work
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Observation c055ab93-050f-4ca0-bf5f-b5490844d198 · outbound
Do LLMs Dream of Discrete Algorithms? Z3: an efficient smt solver,
Reference 26
Source-reported events for the cited work
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Observation aeef31e0-a69d-43ec-a8b3-cf3fb5bb46c5 · outbound
Do LLMs Dream of Discrete Algorithms? Pierrehumbert
Reference 27
Source-reported events for the cited work
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Observation 75d583f8-2ed5-4b74-a6ce-741d845627f8 · outbound
Do LLMs Dream of Discrete Algorithms? The Lean Language Ref- erence Manual
Reference 28
Source-reported events for the cited work
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Observation 1206aa1b-1ded-446c-a0ef-b0571c744442 · outbound
Do LLMs Dream of Discrete Algorithms? Reasoning and planning with large language models in code development
Reference 29
Source-reported events for the cited work
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Observation 5899d31b-fb5d-4746-a182-7155855e20a6 · outbound
Do LLMs Dream of Discrete Algorithms? Smolagents: Agents that think in code
Reference 30
Source-reported events for the cited work
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Observation dca39576-6eef-4393-ac30-3fe8b342d0eb · outbound
Do LLMs Dream of Discrete Algorithms? A survey on rag meeting llms: Towards retrieval-augmented large language models, 2024
Reference 31
Source-reported events for the cited work
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Observation 7c598b43-5310-4724-bd55-50f126a2a1b9 · outbound
Do LLMs Dream of Discrete Algorithms? D’Avila Garcez, Luis C
Reference 32
Source-reported events for the cited work
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Observation 9440762e-e690-4e95-a3db-e0c6ab07f222 · outbound
Do LLMs Dream of Discrete Algorithms? The 4 degrees of anthropomorphism of generative ai
Reference 33
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.
Observation fbbeac0e-c919-489e-9798-be0c6a013234 · outbound
Do LLMs Dream of Discrete Algorithms? On the potential of logic and reasoning in neurosymbolic systems using owl-based knowledge graphs
Reference 34
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.
Observation 618605a2-2603-47fe-bd6d-15913f612cdc · outbound
Do LLMs Dream of Discrete Algorithms? A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions
Reference 35
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.
Observation 1832f3f9-8050-4583-8e4a-d5e666003ee7 · outbound
Do LLMs Dream of Discrete Algorithms? A Survey on Knowledge Graphs: Representation, Acquisition and Applications
Reference 36
Source-reported events for the cited work
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Observation 8df363df-33cd-4c29-a195-4736e5a62e85 · outbound
Do LLMs Dream of Discrete Algorithms? Effort and Size Estimation in Software Projects with Large Language Model-based Intelligent Interfaces
Reference 37
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.
Observation a7d37818-ff3c-4ad0-9482-9f813f9c06b2 · outbound
Do LLMs Dream of Discrete Algorithms? Unresolved cited work
Reference 38
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.
Observation e3525506-0048-4971-b927-036df4727e3b · outbound
Do LLMs Dream of Discrete Algorithms? (how) do reasoning models reason? Annals of the New York Academy of Sciences, April 2025
Reference 39
Source-reported events for the cited work
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Observation 5eec2c92-bd3b-4eaa-b038-bc784115c084 · outbound
Do LLMs Dream of Discrete Algorithms? Position: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces!
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba2e6efd-f66d-4e7c-8e66-220ba86cf021 · outbound
Do LLMs Dream of Discrete Algorithms? Software is changing (again), 2025
Reference 41
Source-reported events for the cited work
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Observation ee6d8d61-89c1-4643-8ac1-47a130445281 · outbound
Do LLMs Dream of Discrete Algorithms? On the self-verification limitations of large language models on reasoning and planning tasks, 2024
Reference 42
Source-reported events for the cited work
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Observation dd18171c-0d77-4178-9e0c-cc5c2fd3e897 · outbound
Do LLMs Dream of Discrete Algorithms? Retrieval-augmented generation for knowledge-intensive nlp tasks, 2021
Reference 43
Source-reported events for the cited work
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Observation 8b22fbde-569c-40f0-909c-529964bcb65b · outbound
Do LLMs Dream of Discrete Algorithms? Thought-like-pro: Enhancing reasoning of large language models through self-driven prolog-based chain-of- thought, 2024
Reference 44
Source-reported events for the cited work
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Observation ba67102e-3e51-4c80-a178-db3a27cb545c · outbound
Do LLMs Dream of Discrete Algorithms? Large language mod- eling
Reference 45
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.
Observation dca4e8c0-a7d4-4b3b-8ac3-0af7e0c8e4fc · outbound
Do LLMs Dream of Discrete Algorithms? Llm and prolog: the logical alternative to chain-of-thought reasoning, April 2025
Reference 46
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.
Observation 19c859fa-4190-472a-bf26-ef3fea7deafe · outbound
Do LLMs Dream of Discrete Algorithms? Rossi, Handong Zhao, Ruiyi Zhang, Puneet Mathur, Nedim Lipka, Yu Wang, Trung Bui, Franck Dernoncourt, and Tianyi Zhou
Reference 47
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.
Observation 1fa97271-ecbf-4b17-9b1e-8b2dbc78ad63 · outbound
Do LLMs Dream of Discrete Algorithms? Visit swe- den, 2025
Reference 48
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.
Observation 7bed0207-6e56-4422-8a43-26123039eb73 · outbound
Do LLMs Dream of Discrete Algorithms? A Brief History of Computing
Reference 49
Source-reported events for the cited work
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Observation acf47ba1-0cab-4e61-925d-e4f5b008eec3 · outbound
Do LLMs Dream of Discrete Algorithms? Logic-lm: Empowering large language models with symbolic solvers for faithful logical reasoning, 2023
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0808b179-79dd-467d-a475-1e5638248493 · outbound
Do LLMs Dream of Discrete Algorithms? Lee, and Eunho Yang
Reference 51
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.
Observation 166622d7-afa6-4f24-9354-db44eed88f3a · outbound
Do LLMs Dream of Discrete Algorithms? Prolog’s role in the llm era – part 1, August 2024
Reference 52
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.
Observation 389d0da3-9bae-4e0a-9228-5ffc1d76f1d3 · outbound
Do LLMs Dream of Discrete Algorithms? Cot is not true reasoning, it is just a tight constraint to imitate: A theory perspective, 2025
Reference 53
Source-reported events for the cited work
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Observation 7442f5c6-1a72-41a8-8586-44c1ca5a909c · outbound
Do LLMs Dream of Discrete Algorithms? Ho, Carl Yang, and May Dongmei Wang
Reference 54
Source-reported events for the cited work
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Observation 33371f99-c032-4c31-ba62-752a8992f526 · outbound
Do LLMs Dream of Discrete Algorithms? The illusion of thinking: Understanding the strengths and limitations of reasoning models via the lens of problem complexity, 2025
Reference 55
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.
Observation a59b2d31-24f0-4026-a093-9c71f139a283 · outbound
Do LLMs Dream of Discrete Algorithms? The ripple effect: How innovation disrupts, 2024
Reference 56
Source-reported events for the cited work
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Observation 16c490d3-a8e6-4350-9674-c8e38c9ad7b7 · outbound
Do LLMs Dream of Discrete Algorithms? Step into the future of zdx with 3 exciting new fea- tures: Zdx copilot, data explorer, and hosted monitoring
Reference 57
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.
Observation 7a698c31-fe4b-4b00-a3be-44cd374cb09d · outbound
Do LLMs Dream of Discrete Algorithms? Asana warns mcp ai feature exposed customer data to other orgs, 2025
Reference 58
Source-reported events for the cited work
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Do LLMs Dream of Discrete Algorithms? The Art of Prolog: Advanced Pro- gramming Techniques (Mit Press Series in Logic Programming)
Reference 60
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.
Observation b67915e3-ff3f-4a83-981a-dc6dec1767db · outbound
Do LLMs Dream of Discrete Algorithms? Hol - interactive theorem prover, 2025
Reference 62
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.
Observation 1ad085c4-47ef-4c62-b513-fdcde8df35ed · outbound
Do LLMs Dream of Discrete Algorithms? Robust, mature, free
Reference 63
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.
Observation 8c63e514-04ca-4a6c-acaa-d39c6bddf3cd · outbound
Do LLMs Dream of Discrete Algorithms? Log2NS: Enhancing Deep Learning Based Analysis of Logs With Formal to Prevent Survivorship Bias
Reference 64
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.
Observation bb854b47-8c65-4382-82a8-1fde1dd80aad · outbound
Do LLMs Dream of Discrete Algorithms? Unresolved cited work
Reference 65
Source-reported events for the cited work
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Observation 16a96b52-d7b6-4a7a-953f-56563c77d7f6 · outbound
Do LLMs Dream of Discrete Algorithms? Logic and Structure
Reference 66
Source-reported events for the cited work
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Observation 5d86209e-f48d-4586-9806-37f46dab6b2a · outbound
Do LLMs Dream of Discrete Algorithms? Introduction to llm agents
Reference 67
Source-reported events for the cited work
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Observation a9a2147f-970e-44ff-95ec-5b3136c96212 · outbound
Do LLMs Dream of Discrete Algorithms? Attention Is All You Need
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e15fcd11-ba93-4ff5-bf7a-58bf13d2632b · outbound
Reference 69
Source-reported events for the cited work
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Observation 61843421-b1af-43eb-a82f-8dbe2171d62f · outbound
Do LLMs Dream of Discrete Algorithms? From human memory to ai memory: A survey on memory mechanisms in the era of llms, 2025
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48664733-11de-45d4-a7fc-c0e059f65732 · outbound
Do LLMs Dream of Discrete Algorithms? The rise and potential of large language model based agents: A survey, 2023
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbd2a66a-dd4c-41e4-848a-517f21240f4c · outbound
Do LLMs Dream of Discrete Algorithms? Arithmetic reasoning with llm: Prolog generation & permutation, 2024
Reference 72
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.
Observation e8ea8a2c-32fb-442a-b6f9-6e079197fddc · outbound
Do LLMs Dream of Discrete Algorithms? Ratt: A thought structure for coherent and correct llm reasoning, 2024
Reference 73
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.
Observation 36e68085-ef4a-40d4-a096-117e19968a36 · outbound
Do LLMs Dream of Discrete Algorithms? Learning to reason without external rewards, 2025
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 845bc301-2262-4520-9dab-e7efbadf8027 · outbound
Do LLMs Dream of Discrete Algorithms? Kg4diagnosis: A hierarchical multi-agent llm framework with knowledge graph enhance- ment for medical diagnosis, 2025
Reference 75
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.
Observation 3fbb9006-4ca1-42f7-a6be-28b5c2dc4130 · outbound
Do LLMs Dream of Discrete Algorithms? Unresolved cited work
Reference 2008
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.
Observation eefd087b-7a9c-4f24-8339-f28190cab0b7 · outbound
Do LLMs Dream of Discrete Algorithms? Unresolved cited work
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.