Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:49:35.726058Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 0 inbound Pith citation observations for arXiv:2505.17481.
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 2026-08-07T14:49:35.726058Z
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
80 of 80 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7f1d530c-898b-4a79-9913-2668eaabd84b · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning GPT-4 Technical Report
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b1db323-c260-4b69-addd-133ac5edd5a5 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Iot-llm: Enhancing real-world iot task reasoning with large language models.arXiv preprint arXiv:2410.02429, 2024
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f31a8e45-d901-47fb-a606-26a022cc470a · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning DeepCoder: Learning to Write Programs
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4647b7a-dcf6-4c32-aa50-581f4691b83c · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning How well can large language models reflect? a human evaluation of llm-generated reflections for motivational interviewing dialogues
Reference 4
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 2fde9d6d-98ba-4b1e-81be-949c7ae77f82 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Graph of thoughts: Solving elaborate problems with large language models
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f02c572-20bd-4e4b-a2a2-d8f65057db9a · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Demystifying chains, trees, and graphs of thoughts.arXiv preprint arXiv:2401.14295, 2024
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3cd8eca1-6f16-40de-8924-1cde0459efd7 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83899f86-7c60-43ab-8a25-5c996eddccd0 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Reflective multi-agent collaboration based on large language models.Advances in Neural Information Processing Systems, 37:138595–138631, 2024
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b179e44-5a1f-489e-936b-e3474fa30ed9 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Probabilistic Tree-of-thought Reasoning for Answering Knowledge-intensive Complex Questions
Reference 9
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 73c7a981-8762-408f-b495-6468474bb5cb · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning A Survey on Evaluating Large Language Models in Code Generation Tasks
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8ddd9ff-dc11-4abe-b2d5-5758225fe5bf · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Llm contextbridge: A hybrid approach for intent and dialogue understanding in ivsr
Reference 11
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 699eba11-c4ff-4827-8e1a-a3803c2c1a1a · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Robustfill: Neural program learning under noisy i/o
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 060fe74e-9807-4d8b-a425-b0ce43e41953 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning An Interactive Query Generation Assistant using LLM-based Prompt Modification and User Feedback
Reference 13
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 a4e7169c-3d25-432a-8431-d7534ce344cd · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Dynamic Parallel Tree Search for Efficient LLM Reasoning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2535f2d-b3ec-471f-aa24-355e05588a86 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Evaluating large language models in class-level code generation
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0eca58ae-7fd6-4182-a1f0-b19b4e7d00f5 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Llm-based test-driven interactive code generation: User study and empirical evaluation.IEEE Transactions on Software Engineering, 2024
Reference 16
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 4e0bbabf-95f4-40be-94cf-d60aaac9126c · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Towards LLM-driven Dialogue State Tracking
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23dc1dcf-6339-49c8-80e6-ad0c14e8d7d6 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Interpretable Contrastive Monte Carlo Tree Search Reasoning
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d97fb39-04cc-4b91-a0bb-27944d6e66e5 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Clipsyntel: clip and llm synergy for multimodal question summarization in healthcare
Reference 19
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 fcf82068-a727-4627-8d91-66db712cb0ca · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning CRUXEval: A Benchmark for Code Reasoning, Understanding and Execution
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02fd1aac-e570-4d76-9876-8c25542c72d6 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Llm-based code generation method for golang compiler testing
Reference 21
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 b643b6ca-609c-4457-bf6b-64412924c4ab · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Longcoder: A long-range pre-trained language model for code completion
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 545eebb3-4344-4cd5-9d81-13021aff6b61 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a9512b1-310f-4d46-bda0-c5af595110da · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Reasoning with Language Model is Planning with World Model
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac034073-5835-4ba7-b699-322fb7e0afe5 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Thought graph: Generating thought process for biological reasoning
Reference 25
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 d6067019-fc54-4621-90d6-61de271abaee · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Unlocking the potential of user feedback: Leveraging large language model as user simulators to enhance dialogue system
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e1033767-8bb5-47c1-b152-b64950f351e7 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Large Language Models Cannot Self-Correct Reasoning Yet
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0bfa0267-86bb-4f49-b2f8-c5d93c1405d7 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Knowledge-aware code generation with large language models
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a2aff85-ca80-4b98-aa9d-927a1afb6fd5 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Language models for code completion: A practical evaluation
Reference 29
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 0d361494-9158-4916-8683-e5fc370185a2 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35c3eec1-c2ad-4667-a72f-5730fd634530 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Cotran: An llm-based code translator using reinforcement learning with feedback from compiler and symbolic execution
Reference 31
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 1324abd1-c52f-4a43-99d9-94bbbe5e5176 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Towards Mitigating Hallucination in Large Language Models via Self-Reflection
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc970d5e-ce7e-4613-8ac7-9e5132a687c8 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Self-planning code generation with large language models.ACM Transactions on Software Engineering and Methodology, 33(7):1–30, 2024
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 057d8f3a-bba6-4b2e-8789-d56c425f5fdd · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Playgrounds for abstraction and reasoning
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 d5abae16-827d-49ac-a38d-b1fc2330dffb · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Training Language Models to Self-Correct via Reinforcement Learning
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c5217a7-3072-4a90-8a2d-a5c454f3d814 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Supporting self- reflection at scale with large language models: Insights from randomized field experiments in classrooms
Reference 36
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 8f4ded18-1345-48f0-99d2-3ef83c081391 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning A Survey On Enhancing Reinforcement Learning in Complex Environments: Insights from Human and LLM Feedback
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 264dbc73-cbd8-4a97-ba05-392873228c33 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Boosting Logical Reasoning in Large Language Models through a New Framework: The Graph of Thought
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 102ae981-0c75-4ea0-9ede-3243b8d7d899 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Chain of Code: Reasoning with a Language Model-Augmented Code Emulator
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2831664e-4db9-49c5-b5da-4635ee7bfd25 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Large language model-aware in-context learning for code generation.ACM Transactions on Software Engineering and Methodology, 2023
Reference 40
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 4a673ab6-38a1-498a-8ad8-b8433705f1e7 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Dora: Dynamic optimization prompt for continuous reflection of llm-based agent
Reference 41
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 07239cd8-8672-4c77-a02e-3fef89debc79 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Selective reflection-tuning: Student-selected data recycling for llm instruction-tuning
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 082470fa-af4a-4b7c-ae26-292bddd6b6d6 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Enhancing chain-of-thought reasoning in large language models through text style diversity and prompt fusion
Reference 43
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 a0f44194-2b8b-48d1-b95d-c2a401ffd660 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Cctest: Testing and repairing code completion systems
Reference 44
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 969b8d60-d553-4e04-92d8-a77e8211e938 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning DeepSeek-V3 Technical Report
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f065950d-41b0-4679-9fcd-c40b63686721 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation
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 b2a27a3e-82aa-4027-b30a-bd05f6b2a9eb · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Integration of llms and the physical world: Research and application
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 a4c2fca8-0a26-4b97-9127-30847689c2af · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning LLM-A*: Large Language Model Enhanced Incremental Heuristic Search on Path Planning
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 698dc568-4009-46bb-a2c6-16e78a7f96e9 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Enhancing reasoning capabilities of llms via principled synthetic logic corpus.Advances in Neural Information Processing Systems, 37:73572–73604, 2024
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c654b9fd-cbaa-49e8-ae90-835b79f51d11 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning ROS-LLM: A ROS framework for embodied AI with task feedback and structured reasoning
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16e92cc0-a3fb-4b4c-98ed-8a555ecf90bb · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc5f53dd-4224-4a3e-9283-b317a0e9b682 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning LLMs can learn self-restraint through iterative self-reflection
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 608c7fcd-855a-4d83-aa61-240ace93f3fa · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis Refinement
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2a78e1a-cb5a-4bea-ad86-bfea69ff2d96 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning A tree-of-thoughts to broaden multi-step reasoning across languages
Reference 54
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 0042ae70-87c4-4f30-a5fe-1a1ec63f1229 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Collaborative Quest Completion with LLM-driven Non-Player Characters in Minecraft
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1dfa7f4c-29f5-456b-8781-be48838f897b · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Self-Reflection in LLM Agents: Effects on Problem-Solving Performance
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1768a570-af9a-4c4d-9840-0b8aa0415e41 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning PhD thesis, Massachusetts Institute of Technology, 2020
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8877ce1f-ff5b-4152-aae0-61c698e83fb1 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Reflexion: Language agents with verbal reinforcement learning.Advances in Neural Information Processing Systems, 36:8634–8652, 2023
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d663f43-fa8a-4f65-98c1-284b0cf26c97 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Learning to Summarize from LLM-generated Feedback
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5862f00-b620-404b-b069-4078f9cfc14a · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy
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 01c21ea6-7a9a-4185-977f-c3c8fa390380 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning DebugBench: Evaluating Debugging Capability of Large Language Models
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b2fd661-cb37-43a1-acd6-00f54d74b6a1 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning LLaMA: Open and Efficient Foundation Language Models
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9824dbd5-d1ba-462a-a060-25cdfbc07ca6 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 057437c3-648c-49ae-ae05-acd084c7d1a2 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning LLM-Empowered State Representation for Reinforcement Learning
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9907e356-e0ea-45e9-9e39-a81b4b91975f · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Towards Self-Improvement of LLMs via MCTS: Leveraging Stepwise Knowledge with Curriculum Preference Learning
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b35b281-2477-4496-9d43-88b1b60f64fc · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Unveiling Factual Recall Behaviors of Large Language Models through Knowledge Neurons
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f4c2ac8-faa8-45bc-b89c-7cf00ff10e65 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning CodeT5+: Open Code Large Language Models for Code Understanding and Generation
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68b230e7-b3de-40b5-bcd0-e53b4dc01908 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Chain-of-thought prompting elicits reasoning in large language models
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11fa3152-5ce9-4ec2-9a6f-9b303525475e · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a83c4496-02aa-443f-b028-1cc28b28a1bf · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2d3e7c0-c174-45d0-8568-b5f9132b9f93 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Jamplate: exploring llm-enhanced templates for idea reflection
Reference 71
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 d5ba1cb2-1dc2-4448-a513-8d9f8d993208 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bf17ded-4b9d-4fbb-b1cb-6280c1ad8920 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Qwen2.5 Technical Report
Reference 73
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d892c07-6236-4352-9374-c1ed21ca63a7 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Tree of thoughts: Deliberate problem solving with large language models.Ad- vances in neural information processing systems, 36:11809–11822, 2023
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 051e4b9e-ed8b-4c10-a9d7-7a5bebe4950f · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Rest-mcts*: Llm self-training via process reward guided tree search.Advances in Neural Information Processing Systems, 37:64735–64772, 2024
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc4bf0cb-1564-42ef-9d45-b75021261a4c · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Chain of preference optimization: Improving chain-of-thought reasoning in llms.Advances in Neural Information Processing Systems, 37:333–356, 2024
Reference 76
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f603f27-c921-4b73-ad45-fbee0fa36519 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Evaluating large language models through role-guide and self-reflection: A comparative study
Reference 77
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 705c7f47-c650-4da2-bafa-e2200ee27ed8 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Unveiling the Magic of Code Reasoning through Hypothesis Decomposition and Amendment
Reference 78
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 170ad275-e312-46ce-967a-d02a92e631ae · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Can llm replace stack overflow? a study on robustness and reliability of large language model code generation
Reference 79
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 6439f9ff-47aa-407f-b472-50c46a5dbb26 · outbound
MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Debug like a Human: A Large Language Model Debugger via Verifying Runtime Execution Step-by-step
Reference 80
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.