Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:33:05.070800Z
Paper Citation Record · LEDGER
Semiotic logical hexagon theory for LLM logical reasoning
As of 15 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2607.21933.
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 2026-08-15T06:32:42.880941+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
Reference resolution
57 of 57 outbound references displayed
- verified exact2
- verified fuzzy16
- unresolved39
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation e06ad013-9fb1-46d2-9b90-c697020c2828 · outbound
This paper cites Deepseek-r1incentivizesreasoninginllmsthroughreinforcementlearning.Nature,645(8081): 633–638, 2025.
Semiotic logical hexagon theory for LLM logical reasoning Deepseek-r1incentivizesreasoninginllmsthroughreinforcementlearning.Nature,645(8081): 633–638, 2025
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.847160Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation df2e0bb6-7efd-4008-ab2f-4c2b38f6f7b7 · outbound
This paper cites GPT-4o System Card.
Semiotic logical hexagon theory for LLM logical reasoning GPT-4o System Card
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.896774Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8b66366-982d-4969-aca6-4e4f1d95e3f2 · outbound
This paper cites Qwen2.5-1M Technical Report.
Semiotic logical hexagon theory for LLM logical reasoning Qwen2.5-1M Technical Report
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.900602Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe5f9d1d-1f06-4099-800c-ac645a7134aa · outbound
This paper cites White, Longqi Yang, Reid Andersen, Georg Buscher, Dhruv Joshi, and Nagu Rangan.
Semiotic logical hexagon theory for LLM logical reasoning White, Longqi Yang, Reid Andersen, Georg Buscher, Dhruv Joshi, and Nagu Rangan
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.903690Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1999385c-9c03-4cb9-a700-ef12affa6ce0 · outbound
This paper cites Connecting the dots: Llms can infer and verbalize latent structure from disparate training data.
Semiotic logical hexagon theory for LLM logical reasoning Connecting the dots: Llms can infer and verbalize latent structure from disparate training data
Reference 5
- Resolution
- verified exact
- doi, observed 2026-08-15T15:33:05.108223Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d94fe0a4-9580-4d6a-9cae-8c37d52cfff0 · outbound
This paper cites Properties and challenges of LLM-generated explanations.
Semiotic logical hexagon theory for LLM logical reasoning Properties and challenges of LLM-generated explanations
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.910970Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7f8800e-fc2e-4b71-a20d-bcdf2d36846b · outbound
This paper cites Openagi: When llm meets domainexperts.
Semiotic logical hexagon theory for LLM logical reasoning Openagi: When llm meets domainexperts
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.914226Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7187ec84-7186-4404-bf13-f863f9952df9 · outbound
This paper cites CANDLE: Iterative conceptualization and instantiation distillation from large language models for commonsense reasoning.
Semiotic logical hexagon theory for LLM logical reasoning CANDLE: Iterative conceptualization and instantiation distillation from large language models for commonsense reasoning
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.917191Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 856456df-3f0d-40c7-bf69-3ddd09f24f33 · outbound
This paper cites MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning.
Semiotic logical hexagon theory for LLM logical reasoning MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.920724Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f45d878-c8bc-44c2-b649-743b3da950fd · outbound
This paper cites Deep SE(3)-Equivariant Geometric Reasoning for Precise Placement Tasks.
Semiotic logical hexagon theory for LLM logical reasoning Deep SE(3)-Equivariant Geometric Reasoning for Precise Placement Tasks
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.923952Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a8263a3-7743-457a-a378-f39baf4c9d1f · outbound
This paper cites Critical and reflective thinking: A philosophical perspective.
Semiotic logical hexagon theory for LLM logical reasoning Critical and reflective thinking: A philosophical perspective
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.835085Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b878e3d2-a72d-4fc2-9db7-8b1671c6d511 · outbound
This paper cites Coupling macro dynamics and micro states for long-horizon social simulation, 2026.
Semiotic logical hexagon theory for LLM logical reasoning Coupling macro dynamics and micro states for long-horizon social simulation, 2026
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.929953Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7273195a-9de0-4c45-b815-ce6387e4cc60 · outbound
This paper cites Intervensim: Intervention- aware social network simulation for opinion dynamics, 2026.
Semiotic logical hexagon theory for LLM logical reasoning Intervensim: Intervention- aware social network simulation for opinion dynamics, 2026
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.823199Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 42c7d5fa-ddb9-4b67-ba20-551cc7d28219 · outbound
This paper cites Seeing Further and Wider: Joint Spatio-Temporal Enlargement for Micro-Video Popularity Prediction.
Semiotic logical hexagon theory for LLM logical reasoning Seeing Further and Wider: Joint Spatio-Temporal Enlargement for Micro-Video Popularity Prediction
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.935203Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4e835f8-4b6d-4555-818e-0fddc98da126 · outbound
This paper cites an unresolved cited work.
Semiotic logical hexagon theory for LLM logical reasoning Unresolved cited work
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.938808Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56927ddd-88c1-4287-a02b-bfc6e67a1366 · outbound
This paper cites Reliable reasoning: Learning and inference based on the ability of large language models.
Semiotic logical hexagon theory for LLM logical reasoning Reliable reasoning: Learning and inference based on the ability of large language models
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.941973Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ba2acd6-d5f3-40cd-a139-a549deb70fe5 · outbound
This paper cites Linguistic complexity: Locality of syntactic dependencies.Cognition, 68(1):1–76, 1998.
Semiotic logical hexagon theory for LLM logical reasoning Linguistic complexity: Locality of syntactic dependencies.Cognition, 68(1):1–76, 1998
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.814400Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f20b10dd-cf0a-4114-9245-d7152f7c71aa · outbound
This paper cites Ambiguity, polysemy, and vagueness.
Semiotic logical hexagon theory for LLM logical reasoning Ambiguity, polysemy, and vagueness
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.947263Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13d60525-eca8-4fdf-b7a0-815a83758c44 · outbound
This paper cites an unresolved cited work.
Semiotic logical hexagon theory for LLM logical reasoning Unresolved cited work
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.950384Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1635e1b-e8f6-4880-adec-eeca29cc277d · outbound
This paper cites Cambridge University Press, 2003.
Semiotic logical hexagon theory for LLM logical reasoning Cambridge University Press, 2003
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.801442Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 420fa6b5-4ac9-4162-a350-7803c3484324 · outbound
This paper cites Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022.
Semiotic logical hexagon theory for LLM logical reasoning Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.956998Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8d3d0c8-8ba4-40b2-b676-cba942f6f6d1 · outbound
This paper cites Divide and Translate: Compositional First-Order Logic Translation and Verification for Complex Logical Reasoning.
Semiotic logical hexagon theory for LLM logical reasoning Divide and Translate: Compositional First-Order Logic Translation and Verification for Complex Logical Reasoning
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.960882Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90390047-c7b8-487d-ac50-565de3bcb11f · outbound
This paper cites Cumulative Reasoning with Large Language Models.
Semiotic logical hexagon theory for LLM logical reasoning Cumulative Reasoning with Large Language Models
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.964133Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2db5657-5fbf-4997-8a83-0dbc8a776e9d · outbound
This paper cites Treeofthoughts:Deliberateproblem solving with large language models.Advances in neural information processing systems, 36:11809–11822, 2023.
Semiotic logical hexagon theory for LLM logical reasoning Treeofthoughts:Deliberateproblem solving with large language models.Advances in neural information processing systems, 36:11809–11822, 2023
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.790303Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6f1e6971-98f2-4ac1-84d4-a07afb9d0d16 · outbound
This paper cites Determlr: Augmenting llm-based logical reasoning from indeterminacy to determinacy.
Semiotic logical hexagon theory for LLM logical reasoning Determlr: Augmenting llm-based logical reasoning from indeterminacy to determinacy
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.971693Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cdc5e68e-eecb-44a0-8660-051a9c493c8f · outbound
This paper cites Exploring the Role of Reasoning Structures for Constructing Proofs in Multi-Step Natural Language Reasoning with Large Language Models.
Semiotic logical hexagon theory for LLM logical reasoning Exploring the Role of Reasoning Structures for Constructing Proofs in Multi-Step Natural Language Reasoning with Large Language Models
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.974632Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae7b1701-c4cc-4393-a214-0c9d8fb73715 · outbound
This paper cites Harnessing the Power of Large Language Models for Natural Language to First-Order Logic Translation.
Semiotic logical hexagon theory for LLM logical reasoning Harnessing the Power of Large Language Models for Natural Language to First-Order Logic Translation
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.978077Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e50d33d0-917b-444f-8278-972809839f7a · outbound
This paper cites Aristotle: Mastering logical reasoning with a logic-complete decompose-search-resolve framework.arXiv preprint arXiv:2412.16953, 2024.
Semiotic logical hexagon theory for LLM logical reasoning Aristotle: Mastering logical reasoning with a logic-complete decompose-search-resolve framework.arXiv preprint arXiv:2412.16953, 2024
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.981212Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02b306e0-0e15-47cc-a9db-97da53f08406 · outbound
This paper cites Faithful Logical Reasoning via Symbolic Chain-of-Thought.
Semiotic logical hexagon theory for LLM logical reasoning Faithful Logical Reasoning via Symbolic Chain-of-Thought
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.983862Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2c13a08-38e4-46b6-8d34-f93512fad5d4 · outbound
This paper cites Formal Specifications from Natural Language.
Semiotic logical hexagon theory for LLM logical reasoning Formal Specifications from Natural Language
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.986580Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14d1d01d-9670-451f-a2a0-605f7fea28d8 · outbound
This paper cites Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning.
Semiotic logical hexagon theory for LLM logical reasoning Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.989936Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78bd9978-29a8-4eb5-8770-56691927a315 · outbound
This paper cites IndianaUniversity Press Bloomington, 1982.
Semiotic logical hexagon theory for LLM logical reasoning IndianaUniversity Press Bloomington, 1982
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.779646Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7a228102-7c1b-48c0-8e33-2eb59a75f760 · outbound
This paper cites On meaning: Selected writings in semiotic theory.(No Title), 1987.
Semiotic logical hexagon theory for LLM logical reasoning On meaning: Selected writings in semiotic theory.(No Title), 1987
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.772761Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d753d7c4-ee41-49fe-9a15-0eee7ef95d2a · outbound
This paper cites Semantic-aware logical reasoning via a semiotic framework, 2026.
Semiotic logical hexagon theory for LLM logical reasoning Semantic-aware logical reasoning via a semiotic framework, 2026
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:04.998597Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97bc0e60-7808-4a09-8052-5e3ff76d8d80 · outbound
This paper cites The power of the hexagon.Logica Universalis, 6(1):1–43, 2012.
Semiotic logical hexagon theory for LLM logical reasoning The power of the hexagon.Logica Universalis, 6(1):1–43, 2012
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.760921Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2701622a-5ab8-411e-8abc-d938e4240459 · outbound
This paper cites Why the logical hexagon?Logica Universalis, 6(1):69–107, 2012.
Semiotic logical hexagon theory for LLM logical reasoning Why the logical hexagon?Logica Universalis, 6(1):69–107, 2012
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.753203Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation dca34a6c-4238-4264-b81d-9c94e2ff7c43 · outbound
This paper cites From the logical square to blanché’s hexagon: formalization, applicability and the idea of the normative structure of thought.Logica Universalis, 6(1):45–67, 2012.
Semiotic logical hexagon theory for LLM logical reasoning From the logical square to blanché’s hexagon: formalization, applicability and the idea of the normative structure of thought.Logica Universalis, 6(1):45–67, 2012
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.744541Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 834d3718-5886-4952-a107-d1f839f82c7a · outbound
This paper cites The complexity of theorem-proving procedures.
Semiotic logical hexagon theory for LLM logical reasoning The complexity of theorem-proving procedures
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:05.010853Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e16a177-06f3-4bbb-a69d-7ba83a1e24bc · outbound
This paper cites Mind the gap: Examining the self-improvement capabilities of large language models.
Semiotic logical hexagon theory for LLM logical reasoning Mind the gap: Examining the self-improvement capabilities of large language models
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.733623Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 337724f1-5472-4ba8-8653-a1d0121b14be · outbound
This paper cites FOLIO: Natural Language Reasoning with First-Order Logic.
Semiotic logical hexagon theory for LLM logical reasoning FOLIO: Natural Language Reasoning with First-Order Logic
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:05.017456Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66277f35-4a3b-40c6-beba-27f243d75380 · outbound
This paper cites Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought.
Semiotic logical hexagon theory for LLM logical reasoning Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:05.020457Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 314ebd4f-4e98-4917-a2b7-4d968bacaa94 · outbound
This paper cites ProofWriter: Generating Implications, Proofs, and Abductive Statements over Natural Language.
Semiotic logical hexagon theory for LLM logical reasoning ProofWriter: Generating Implications, Proofs, and Abductive Statements over Natural Language
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:05.023311Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7253589-d3f7-4b3d-88a2-0bca9224c31d · outbound
This paper cites Large Language Models Meet Symbolic Provers for Logical Reasoning Evaluation.
Semiotic logical hexagon theory for LLM logical reasoning Large Language Models Meet Symbolic Provers for Logical Reasoning Evaluation
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:05.027169Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b0b6c27-d5fb-4f66-aab9-9b9cfa492d5c · outbound
This paper cites Logical phase transitions: Understanding collapse in llm logical reasoning, 2026.
Semiotic logical hexagon theory for LLM logical reasoning Logical phase transitions: Understanding collapse in llm logical reasoning, 2026
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:05.030004Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ae9a261-5c13-4551-8e1a-ebeaa9fe3619 · outbound
This paper cites Coupled Mamba: Enhanced Multi-modal Fusion with Coupled State Space Model.
Semiotic logical hexagon theory for LLM logical reasoning Coupled Mamba: Enhanced Multi-modal Fusion with Coupled State Space Model
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:05.033145Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e1cb28cd-8304-4014-94ab-edd1f2bd8197 · outbound
This paper cites LoRA-Mixer: Coordinate Modular LoRA Experts Through Serial Attention Routing.
Semiotic logical hexagon theory for LLM logical reasoning LoRA-Mixer: Coordinate Modular LoRA Experts Through Serial Attention Routing
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:05.036086Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7b6f74c-83fe-4e9f-82da-e20aff2d755d · outbound
This paper cites HotComment: A Benchmark for Evaluating Popularity of Online Comments.
Semiotic logical hexagon theory for LLM logical reasoning HotComment: A Benchmark for Evaluating Popularity of Online Comments
Reference 47
- Resolution
- verified exact
- local_arxiv, observed 2026-08-15T15:33:05.255409Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5b9a153d-17c2-4215-8dfe-6c507c84bab6 · outbound
This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.
Semiotic logical hexagon theory for LLM logical reasoning Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:05.042642Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4269670a-fcdf-400f-ad9c-c5b755efb5eb · outbound
This paper cites Why Prompt Design Matters and Works: A Complexity Analysis of Prompt Search Space in LLMs.
Semiotic logical hexagon theory for LLM logical reasoning Why Prompt Design Matters and Works: A Complexity Analysis of Prompt Search Space in LLMs
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:05.045457Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74e3976a-09e4-47a1-89e1-50a71d371850 · outbound
This paper cites GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models.
Semiotic logical hexagon theory for LLM logical reasoning GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:05.048819Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e9e626d-3cd9-4175-bfbc-cc879d79c657 · outbound
This paper cites Efficientreasoningmodels:Asurvey.arXivpreprintarXiv:2504.10903,2025.
Semiotic logical hexagon theory for LLM logical reasoning Efficientreasoningmodels:Asurvey.arXivpreprintarXiv:2504.10903,2025
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:05.052088Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c81fc29-c260-4433-8742-ee1acbaedfbd · outbound
This paper cites Magic-vqa: Multimodal and grounded inference with commonsense knowledge for visual question answering.
Semiotic logical hexagon theory for LLM logical reasoning Magic-vqa: Multimodal and grounded inference with commonsense knowledge for visual question answering
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.721038Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 48966fbf-0e45-4a37-8982-db325297b0c9 · outbound
This paper cites Can mllms guide me home? a benchmark study on fine-grained visual reasoning from transit maps.arXiv preprint arXiv:2505.18675, 2025.
Semiotic logical hexagon theory for LLM logical reasoning Can mllms guide me home? a benchmark study on fine-grained visual reasoning from transit maps.arXiv preprint arXiv:2505.18675, 2025
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:05.057143Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd2d83e1-e366-49dd-90a9-d174d1547a68 · outbound
This paper cites Double:Breakingtheaccelerationlimitviadouble retrieval speculative parallelism, 2026.
Semiotic logical hexagon theory for LLM logical reasoning Double:Breakingtheaccelerationlimitviadouble retrieval speculative parallelism, 2026
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.713087Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation cbf8c161-517f-41e7-a98a-86219f6e3a8a · outbound
This paper cites Explicit Planning Helps Language Models in Logical Reasoning.
Semiotic logical hexagon theory for LLM logical reasoning Explicit Planning Helps Language Models in Logical Reasoning
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:33:05.063756Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99aac019-6331-42ed-9601-5dfe548195eb · outbound
This paper cites Logic and semantic analysis.
Semiotic logical hexagon theory for LLM logical reasoning Logic and semantic analysis
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.705426Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation eab9b280-ebd9-4bc5-9c7f-38e505866cf0 · outbound
This paper cites Maupassant: The semiotics of text.
Semiotic logical hexagon theory for LLM logical reasoning Maupassant: The semiotics of text
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T15:33:05.697656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Pith citing papers
No inbound Pith citation observations are available.