Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:39:55.601322Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2506.13192.
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 2026-08-07T00:39:55.601322Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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
49 of 49 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation baf7b201-0ed9-468e-b757-c552834d28a3 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Attention is all you need
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6614208b-a404-42f7-ab58-cbb45b1deef5 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f245201-7598-4d27-973f-3efdec01807b · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs GPT-4 Technical Report
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49aa1909-4ee1-48e6-bdae-29a2a8a3a699 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs The Llama 3 Herd of Models
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21d8f1a7-aa29-4393-bda3-3ae41cc37c3d · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Transformer Feed-Forward Layers Are Key-Value Memories
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85ea5460-b39e-4edc-8602-5a512e9aa6b5 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Stevenson et al.Can Large Language Models generalize analogy solving like people can?2025
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18940c44-ca5d-4dca-91ef-6cf3f85dcb64 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Scaling Language Models: Methods, Analysis & Insights from Training Gopher
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 574be92b-2a6a-42ad-a03b-312187a4bc79 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 742bdc91-1155-4281-bb9d-e670a6dbc3f8 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f5bb5d43-79dd-468a-aea7-31dce3e3da79 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8bc3d87-7744-4edd-9b9b-c1ec23b65c04 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Least-to-Most Prompting Enables Complex Reasoning in Large Language Models
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c51dee8d-ce5b-40ca-8732-ff4eacda39f8 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Large Language Models are Zero-Shot Reasoners
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12d267e3-c376-4965-97fc-58bfcb63a63d · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Unresolved cited work
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e541fac0-dd6d-4160-996c-78d7825e2d88 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Multimodal Chain-of-Thought Reasoning in Language Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c28ee736-26ea-4f02-9e5f-60c9d02a058f · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Tree of Thoughts: Deliberate Problem Solving with Large Language Models
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 833ea550-cf27-4dae-885e-e5bcf79e999f · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Mixtral of Experts
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f32abfbe-9135-4841-8578-901ad009c302 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Mixture-of-Experts with Expert Choice Routing
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9f5814f-f662-4bc7-be05-aba0dba15e9a · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 25ff9fc7-38a9-4e69-b04d-81c7c2b1677d · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Simple and Effective Dimensionality Reduction for Word Embeddings
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation be4f5d0e-4705-4939-aa9c-775954140983 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e69fe891-4e40-4e17-9650-7a6087b52959 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Predictability and Surprise in Large Generative Models
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68c96c34-8862-48c3-a03e-789d154092fe · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Word Re-Embedding via Manifold Dimensionality Retention
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01e1a910-e20e-4251-af88-44814f68665c · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Language Models are Few-Shot Learners
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b118c1d4-9b00-4083-b3fe-a6cf7724ff47 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Grokking: Generalization Beyond Overfitting on Small Algorithmic Datasets
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a94919e0-f965-48f6-adf3-8035746a2903 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs On the Opportunities and Risks of Foundation Models
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90b4e091-6b30-4562-8a3b-583bcdd2938d · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Emergent Abilities of Large Language Models
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90392da1-19dd-4887-bcb7-383abf618344 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Constitutional AI: Harmlessness from AI Feedback
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05755914-b7ee-4413-b6a4-cdf36ebf0fcf · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 53ddd9bf-27ac-4d1c-ac77-1ff1cdcb9dd2 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Multi-level Attention-enhanced Learning for Fine-Grained Visual Classifi- cation
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76c343b6-bd92-46ec-97e9-f51a0c477826 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Triple Phase Transitions: Understanding the Learning Dynamics of Large Language Models from a Neuroscience Perspective
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6f8e90cd-4b80-463e-bf46-cb21a68ee1df · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Scaling Vision with Sparse Mixture of Experts
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6067eade-cc87-4b17-9dd7-cdbed2f449e5 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Mixture of Attention Heads: Selecting Attention Heads Per Token
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9dd0ca83-9589-44c2-8264-a80234fec754 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of- Experts Language Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bf17579-2a24-43f3-b41c-40dd6773fc44 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Building the Directed Semantic Graph for Coherent Long Text Generation
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89441e10-dac3-4ffa-aca4-8476d152c1e5 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs LoRA: Low-Rank Adaptation of Large Language Models
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52116c42-3b5d-49ca-a51c-adb8d4835ebb · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a0eb40c5-f54e-40a3-a4ce-24b48d88d85d · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Hierarchical Neural Story Generation
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ccb2b2e9-b814-4e8e-9727-5b7b20cc3075 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs MoE-Enhanced Explainable Deep Manifold Transformation for Complex Data Embedding and Visualization
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 704e996a-3ee1-464f-8136-817693527a7c · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs May 2023
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 49d27054-bb93-49f7-ac29-1e246ba33f5d · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79e83008-33a3-48c0-b4a1-4f06bc6c271d · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Texygen: A Benchmarking Platform for Text Generation Models
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01033e24-aee6-44eb-a723-206da6adbbf6 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs CommonsenseQA: A Question Answering Challenge Targeting Common- sense Knowledge
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1568d067-9a45-4ff7-a070-36f3b9582933 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Training language models to follow instructions with human feedback
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b861749a-b082-4512-a259-5db9671c3d76 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Qwen3 Technical Report
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1776a65c-a176-4ce0-b0e1-eede30cbbeef · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d907ab36-fe11-4938-8905-7c0ba0c51969 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs BERTScore: Evaluating Text Generation with BERT
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c574181-7b46-4bb2-81a3-a8d3ac5f2037 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Concept-Based Embeddings for Natural Language Processing
Reference 2018
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d5e516be-87c7-488e-a076-a128281671c9 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b945ffc-8a1b-48d8-b007-d7ba6b15db10 · outbound
Breaking Thought Patterns: A Multi-Dimensional Reasoning Framework for LLMs Learning to Compress Prompts with Gist Tokens
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.