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Paper Citation Record · LEDGER

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning

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.

pith.paper-citation-record.v1
2505.17481 v1

Coverage vector

measured 80 of 80 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:49:35.726058Z

measured 80 of 80 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

80 of 80 outbound references displayed

  • verified exact4
  • verified fuzzy20
  • unresolved56
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7f1d530c-898b-4a79-9913-2668eaabd84b · outbound

This paper cites GPT-4 Technical Report.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning GPT-4 Technical Report

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:27.562345Z digest=sha256:f5f1920f8fc6acbf66f94e318a7df058a0e1cdb33b527bca9a445768c9376d1d

Observation 8b1db323-c260-4b69-addd-133ac5edd5a5 · outbound

This paper cites Iot-llm: Enhancing real-world iot task reasoning with large language models.arXiv preprint arXiv:2410.02429, 2024.

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

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T14:49:27.620089Z digest=sha256:8d46c97378aec4583694dbcb1ab43a8cf05343fc41e9264b60bfdd747667bd3d

Observation f31a8e45-d901-47fb-a606-26a022cc470a · outbound

This paper cites DeepCoder: Learning to Write Programs.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning DeepCoder: Learning to Write Programs

Reference 3

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no resolver link, observed 2026-08-07T14:49:27.701109Z

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source=pdf_text observed=2026-08-07T14:49:27.701109Z digest=sha256:2445d2c2c340544d7c9cce3bf960168de4c193b8b40cb7d393e42321105316b2

Observation d4647b7a-dcf6-4c32-aa50-581f4691b83c · outbound

This paper cites How well can large language models reflect? a human evaluation of llm-generated reflections for motivational interviewing dialogues.

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

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verified fuzzy
raw_fallback, observed 2026-08-07T14:49:40.575803Z

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.

source=pdf_text observed=2026-08-07T14:49:27.784462Z digest=sha256:502dc4d2040aeb1df6cebffb2bce087d5670651d422fb90a1827beb95c4afa0d

Observation 2fde9d6d-98ba-4b1e-81be-949c7ae77f82 · outbound

This paper cites Graph of thoughts: Solving elaborate problems with large language models.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Graph of thoughts: Solving elaborate problems with large language models

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:27.890565Z digest=sha256:dd5412c3fc0eed1d545d127f094a3bc3aac5134a284c35e3b24a1f30cfde196f

Observation 5f02c572-20bd-4e4b-a2a2-d8f65057db9a · outbound

This paper cites Demystifying chains, trees, and graphs of thoughts.arXiv preprint arXiv:2401.14295, 2024.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Demystifying chains, trees, and graphs of thoughts.arXiv preprint arXiv:2401.14295, 2024

Reference 6

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source=pdf_text observed=2026-08-07T14:49:27.974110Z digest=sha256:98bd5e10a26139a16f811a321a2842858c4052aaccd4e0d29606049d090209e9

Observation 3cd8eca1-6f16-40de-8924-1cde0459efd7 · outbound

This paper cites Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:28.072575Z digest=sha256:05969c3618916cbbc9d64a37d13f3f01d4dfdda8b389797346db9aec81cea368

Observation 83899f86-7c60-43ab-8a25-5c996eddccd0 · outbound

This paper cites Reflective multi-agent collaboration based on large language models.Advances in Neural Information Processing Systems, 37:138595–138631, 2024.

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

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source=pdf_text observed=2026-08-07T14:49:28.202638Z digest=sha256:bfc21cfdf2e9d226b80b3c37bac17c0b066a4489b94e265dc94d50c1fc91133f

Observation 5b179e44-5a1f-489e-936b-e3474fa30ed9 · outbound

This paper cites Probabilistic Tree-of-thought Reasoning for Answering Knowledge-intensive Complex Questions.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Probabilistic Tree-of-thought Reasoning for Answering Knowledge-intensive Complex Questions

Reference 9

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verified exact
local_arxiv, observed 2026-08-07T14:49:36.716286Z

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.

source=pdf_text observed=2026-08-07T14:49:28.265769Z digest=sha256:e51d540c49e637d128a78868d679d55eac33fbb52bb1790f8b694f6e82dc4482

Observation 73c7a981-8762-408f-b495-6468474bb5cb · outbound

This paper cites A Survey on Evaluating Large Language Models in Code Generation Tasks.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning A Survey on Evaluating Large Language Models in Code Generation Tasks

Reference 10

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source=pdf_text observed=2026-08-07T14:49:28.357077Z digest=sha256:4a5016cd718f6b03032edafcfaae5ab424852146d3d51f1587f3d9439fc82e1b

Observation d8ddd9ff-dc11-4abe-b2d5-5758225fe5bf · outbound

This paper cites Llm contextbridge: A hybrid approach for intent and dialogue understanding in ivsr.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Llm contextbridge: A hybrid approach for intent and dialogue understanding in ivsr

Reference 11

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verified fuzzy
raw_fallback, observed 2026-08-07T14:49:40.413135Z

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.

source=pdf_text observed=2026-08-07T14:49:28.437335Z digest=sha256:f0e05cf21ed6ba127343199722ca8ced6d360bb18cad3045a8123c53264317de

Observation 699eba11-c4ff-4827-8e1a-a3803c2c1a1a · outbound

This paper cites Robustfill: Neural program learning under noisy i/o.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Robustfill: Neural program learning under noisy i/o

Reference 12

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source=pdf_text observed=2026-08-07T14:49:28.536611Z digest=sha256:eac4398f051cb9176ff4d017592decaf617a7576e8c828c22e431dc96e187f41

Observation 060fe74e-9807-4d8b-a425-b0ce43e41953 · outbound

This paper cites An Interactive Query Generation Assistant using LLM-based Prompt Modification and User Feedback.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning An Interactive Query Generation Assistant using LLM-based Prompt Modification and User Feedback

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:49:36.499435Z

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.

source=pdf_text observed=2026-08-07T14:49:28.619643Z digest=sha256:044381df73eabb11a588a50dad6480704ddb52c39f1b0bcad92205da79843200

Observation a4e7169c-3d25-432a-8431-d7534ce344cd · outbound

This paper cites Dynamic Parallel Tree Search for Efficient LLM Reasoning.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Dynamic Parallel Tree Search for Efficient LLM Reasoning

Reference 14

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source=pdf_text observed=2026-08-07T14:49:28.703076Z digest=sha256:108803998042cc5d8e63b636b738dcc1a9b7861528da0c2f42b4dd16caf499fa

Observation e2535f2d-b3ec-471f-aa24-355e05588a86 · outbound

This paper cites Evaluating large language models in class-level code generation.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Evaluating large language models in class-level code generation

Reference 15

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source=pdf_text observed=2026-08-07T14:49:28.777730Z digest=sha256:39b72a8402b278569b6d3528c9d62c2a180d19696b7cf99906ceeffb03ff2fac

Observation 0eca58ae-7fd6-4182-a1f0-b19b4e7d00f5 · outbound

This paper cites Llm-based test-driven interactive code generation: User study and empirical evaluation.IEEE Transactions on Software Engineering, 2024.

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

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verified fuzzy
raw_fallback, observed 2026-08-07T14:49:40.248475Z

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.

source=pdf_text observed=2026-08-07T14:49:28.882879Z digest=sha256:2d28cf912eb63f984d48f82f29936496eafcdd8dd711d181e55bec26ad4770e1

Observation 4e0bbabf-95f4-40be-94cf-d60aaac9126c · outbound

This paper cites Towards LLM-driven Dialogue State Tracking.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Towards LLM-driven Dialogue State Tracking

Reference 17

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T14:49:28.987598Z digest=sha256:ecfe12819933b647fac0cc5b1b7c57e2802df83e7e578fcbb3074ca14dd3cf47

Observation 23dc1dcf-6339-49c8-80e6-ad0c14e8d7d6 · outbound

This paper cites Interpretable Contrastive Monte Carlo Tree Search Reasoning.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Interpretable Contrastive Monte Carlo Tree Search Reasoning

Reference 18

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source=pdf_text observed=2026-08-07T14:49:29.089662Z digest=sha256:de0c059a1538bfc41431a9630b5af846a398cb4450d270e99efe6088d1df0224

Observation 9d97fb39-04cc-4b91-a0bb-27944d6e66e5 · outbound

This paper cites Clipsyntel: clip and llm synergy for multimodal question summarization in healthcare.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Clipsyntel: clip and llm synergy for multimodal question summarization in healthcare

Reference 19

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verified fuzzy
raw_fallback, observed 2026-08-07T14:49:39.889734Z

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.

source=pdf_text observed=2026-08-07T14:49:29.172655Z digest=sha256:943e01027e86fa29b54f8c47f62604fb14b27c013e566bdd333713e933a15f96

Observation fcf82068-a727-4627-8d91-66db712cb0ca · outbound

This paper cites CRUXEval: A Benchmark for Code Reasoning, Understanding and Execution.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning CRUXEval: A Benchmark for Code Reasoning, Understanding and Execution

Reference 20

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T14:49:29.256340Z digest=sha256:e57d8b75398719d4bc32251dde8a2bc30426c9f695a344e50b5f40ea92322341

Observation 02fd1aac-e570-4d76-9876-8c25542c72d6 · outbound

This paper cites Llm-based code generation method for golang compiler testing.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Llm-based code generation method for golang compiler testing

Reference 21

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raw_fallback, observed 2026-08-07T14:49:39.630714Z

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.

source=pdf_text observed=2026-08-07T14:49:29.351390Z digest=sha256:47827b2f3deaeb8298fb8f5b623b3acae850c75001b61f3258fa61f6a08c2282

Observation b643b6ca-609c-4457-bf6b-64412924c4ab · outbound

This paper cites Longcoder: A long-range pre-trained language model for code completion.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Longcoder: A long-range pre-trained language model for code completion

Reference 22

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source=pdf_text observed=2026-08-07T14:49:29.430339Z digest=sha256:1fb1fc8924e6e959b7358a2dce4a02f98adac56409e25883a70dc4d21ff54ac4

Observation 545eebb3-4344-4cd5-9d81-13021aff6b61 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 23

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source=pdf_text observed=2026-08-07T14:49:29.529665Z digest=sha256:39fba3474d96c75499eabdefd627f48ce25e4833b46dcefb40b2a2c32080cd92

Observation 8a9512b1-310f-4d46-bda0-c5af595110da · outbound

This paper cites Reasoning with Language Model is Planning with World Model.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Reasoning with Language Model is Planning with World Model

Reference 24

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:29.615441Z digest=sha256:19a5d4f76608897a21d047b30ab4cd8a2cf163fdf19acd8514bba5b5f72fed1b

Observation ac034073-5835-4ba7-b699-322fb7e0afe5 · outbound

This paper cites Thought graph: Generating thought process for biological reasoning.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Thought graph: Generating thought process for biological reasoning

Reference 25

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raw_fallback, observed 2026-08-07T14:49:39.481614Z

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.

source=pdf_text observed=2026-08-07T14:49:29.667957Z digest=sha256:12a82f40809e8628051f85657c80fad331460b79fcd5f1ba98eb02665d6656ff

Observation d6067019-fc54-4621-90d6-61de271abaee · outbound

This paper cites Unlocking the potential of user feedback: Leveraging large language model as user simulators to enhance dialogue system.

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

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source=pdf_text observed=2026-08-07T14:49:29.740156Z digest=sha256:0ea32baf0855d98dcd748f01574af8fe3a4574ecfd602225d4ea8616e294ec4f

Observation e1033767-8bb5-47c1-b152-b64950f351e7 · outbound

This paper cites Large Language Models Cannot Self-Correct Reasoning Yet.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Large Language Models Cannot Self-Correct Reasoning Yet

Reference 27

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source=pdf_text observed=2026-08-07T14:49:29.835793Z digest=sha256:d72381e63f0e062357788d5915ab2440c180cd2f2ecf6dbd7e0ca15ebb9f93df

Observation 0bfa0267-86bb-4f49-b2f8-c5d93c1405d7 · outbound

This paper cites Knowledge-aware code generation with large language models.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Knowledge-aware code generation with large language models

Reference 28

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source=pdf_text observed=2026-08-07T14:49:29.941492Z digest=sha256:95adc19cdc7ed4ff3121981cafb3bb6ce7c78e29fdbe429aff4ece5a324a52af

Observation 6a2aff85-ca80-4b98-aa9d-927a1afb6fd5 · outbound

This paper cites Language models for code completion: A practical evaluation.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Language models for code completion: A practical evaluation

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-07T14:49:39.192865Z

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.

source=pdf_text observed=2026-08-07T14:49:30.026738Z digest=sha256:0bec398edc7ecae7c615b3fba3dedaba41cbd3fd6bb0fe7a90707cb6f439aee2

Observation 0d361494-9158-4916-8683-e5fc370185a2 · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 30

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no resolver link, observed 2026-08-07T14:49:30.101873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:30.101873Z digest=sha256:964181f921129465291bdacda29a13fe9f1b918950d52502d4a784ad6004a510

Observation 35c3eec1-c2ad-4667-a72f-5730fd634530 · outbound

This paper cites Cotran: An llm-based code translator using reinforcement learning with feedback from compiler and symbolic execution.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:49:38.923111Z

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.

source=pdf_text observed=2026-08-07T14:49:30.201458Z digest=sha256:66e33ee40c6ac9eefb6ab76632364d090665c620e91bf11e2591f1ddd14f44a9

Observation 1324abd1-c52f-4a43-99d9-94bbbe5e5176 · outbound

This paper cites Towards Mitigating Hallucination in Large Language Models via Self-Reflection.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Towards Mitigating Hallucination in Large Language Models via Self-Reflection

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:30.358595Z digest=sha256:3657dacc101cea87f634a05f0e361e4f494cc722b2202e0e2e53a2eba7a71b50

Observation fc970d5e-ce7e-4613-8ac7-9e5132a687c8 · outbound

This paper cites Self-planning code generation with large language models.ACM Transactions on Software Engineering and Methodology, 33(7):1–30, 2024.

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:30.494749Z digest=sha256:cd632f00ace8192bab3bba614f5acd12b131ebcd6c556559fa738401626bc42d

Observation 057d8f3a-bba6-4b2e-8789-d56c425f5fdd · outbound

This paper cites Playgrounds for abstraction and reasoning.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Playgrounds for abstraction and reasoning

Reference 34

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verified fuzzy
raw_fallback, observed 2026-08-07T14:49:38.681982Z

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.

source=pdf_text observed=2026-08-07T14:49:30.623686Z digest=sha256:62e398e8a0a86c430befe7a87c6ba62f5e0de0ef85141924a7e0865574d37228

Observation d5abae16-827d-49ac-a38d-b1fc2330dffb · outbound

This paper cites Training Language Models to Self-Correct via Reinforcement Learning.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Training Language Models to Self-Correct via Reinforcement Learning

Reference 35

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:30.736996Z digest=sha256:a3c519cf69bcdace99ae4cb587ecbf10a4e040cf7d42dfa31a52a308724fa7df

Observation 6c5217a7-3072-4a90-8a2d-a5c454f3d814 · outbound

This paper cites Supporting self- reflection at scale with large language models: Insights from randomized field experiments in classrooms.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:49:38.495046Z

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.

source=pdf_text observed=2026-08-07T14:49:30.869009Z digest=sha256:e8e9123d2cb6bf36dc6dd8131c7f362c1044cea2824c67e2e3edce56b275a87a

Observation 8f4ded18-1345-48f0-99d2-3ef83c081391 · outbound

This paper cites A Survey On Enhancing Reinforcement Learning in Complex Environments: Insights from Human and LLM Feedback.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:31.040589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:31.040589Z digest=sha256:8dffd0222e41f88ab0353e8aa12915142356702da6d3b2d52371a560f3f10f25

Observation 264dbc73-cbd8-4a97-ba05-392873228c33 · outbound

This paper cites Boosting Logical Reasoning in Large Language Models through a New Framework: The Graph of Thought.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:31.146269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:31.146269Z digest=sha256:3736ba91f3c1f28294f3527d7678791c1c5c032b8b508f67649346a384e3ae3e

Observation 102ae981-0c75-4ea0-9ede-3243b8d7d899 · outbound

This paper cites Chain of Code: Reasoning with a Language Model-Augmented Code Emulator.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Chain of Code: Reasoning with a Language Model-Augmented Code Emulator

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:31.264508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:31.264508Z digest=sha256:b12a76be274766b3d65405d138bc8c06edf19337175561b72c92fd00b6399184

Observation 2831664e-4db9-49c5-b5da-4635ee7bfd25 · outbound

This paper cites Large language model-aware in-context learning for code generation.ACM Transactions on Software Engineering and Methodology, 2023.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:49:38.348211Z

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.

source=pdf_text observed=2026-08-07T14:49:31.388256Z digest=sha256:48f2a520cb7c839190bc6b1ecc00d97cfa21be0adff1fe1aa2957fe9c8376c5d

Observation 4a673ab6-38a1-498a-8ad8-b8433705f1e7 · outbound

This paper cites Dora: Dynamic optimization prompt for continuous reflection of llm-based agent.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Dora: Dynamic optimization prompt for continuous reflection of llm-based agent

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:49:38.216581Z

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.

source=pdf_text observed=2026-08-07T14:49:31.573535Z digest=sha256:33ae0cf34a2138fc742ec690c5bd4b9ca47b2d477c9488c204ee37e8f0267b04

Observation 07239cd8-8672-4c77-a02e-3fef89debc79 · outbound

This paper cites Selective reflection-tuning: Student-selected data recycling for llm instruction-tuning.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Selective reflection-tuning: Student-selected data recycling for llm instruction-tuning

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:31.748832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:31.748832Z digest=sha256:86c3eafe039eff39f53a57a1f6705b3febfffd70b9037e76e909aa3a56307160

Observation 082470fa-af4a-4b7c-ae26-292bddd6b6d6 · outbound

This paper cites Enhancing chain-of-thought reasoning in large language models through text style diversity and prompt fusion.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:49:38.086050Z

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.

source=pdf_text observed=2026-08-07T14:49:31.951717Z digest=sha256:e0ebe9fcd37bccc00c348e430da05e40eab0f0805581dbbe5214181dd7f1c400

Observation a0f44194-2b8b-48d1-b95d-c2a401ffd660 · outbound

This paper cites Cctest: Testing and repairing code completion systems.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Cctest: Testing and repairing code completion systems

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:49:37.938576Z

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.

source=pdf_text observed=2026-08-07T14:49:32.063172Z digest=sha256:50462ff6d3ce0e6805f5e771caee8efdfdc9e36e5069d0c571367399ad715220

Observation 969b8d60-d553-4e04-92d8-a77e8211e938 · outbound

This paper cites DeepSeek-V3 Technical Report.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning DeepSeek-V3 Technical Report

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:32.255593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:32.255593Z digest=sha256:d48976522fe24b304c7a2add0b0e36f569f728c6cbfefc54e00d652c0806927a

Observation f065950d-41b0-4679-9fcd-c40b63686721 · outbound

This paper cites Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:49:37.812775Z

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.

source=pdf_text observed=2026-08-07T14:49:32.435506Z digest=sha256:7ed7332ca14815bdec1cc1c796dd353c44498cd40df4c8c7cdf2e2f6f6005626

Observation b2a27a3e-82aa-4027-b30a-bd05f6b2a9eb · outbound

This paper cites Integration of llms and the physical world: Research and application.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Integration of llms and the physical world: Research and application

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:49:37.689525Z

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.

source=pdf_text observed=2026-08-07T14:49:32.642674Z digest=sha256:2ec8a391b7de956fd0463131de4956fd7fd4ee938d0d421a90ea1a24fa165580

Observation a4c2fca8-0a26-4b97-9127-30847689c2af · outbound

This paper cites LLM-A*: Large Language Model Enhanced Incremental Heuristic Search on Path Planning.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning LLM-A*: Large Language Model Enhanced Incremental Heuristic Search on Path Planning

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:32.795731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:32.795731Z digest=sha256:48509335babb91d60790f4c892f1670c6b8c03a5a27dbfe3324f9da7766b5209

Observation 698dc568-4009-46bb-a2c6-16e78a7f96e9 · outbound

This paper cites Enhancing reasoning capabilities of llms via principled synthetic logic corpus.Advances in Neural Information Processing Systems, 37:73572–73604, 2024.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:33.001164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:33.001164Z digest=sha256:baa867da5556215b5887016a86bb1244f5272f9a24de6cd6e311659d65dfd9b3

Observation c654b9fd-cbaa-49e8-ae90-835b79f51d11 · outbound

This paper cites ROS-LLM: A ROS framework for embodied AI with task feedback and structured reasoning.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:33.129544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:33.129544Z digest=sha256:4466a1667bf4dcdb0c71ea042c8ba4b4e6e9c7225193558ca734e321783f670c

Observation 16e92cc0-a3fb-4b4c-98ed-8a555ecf90bb · outbound

This paper cites Adaptive Graph of Thoughts: Test-Time Adaptive Reasoning Unifying Chain, Tree, and Graph Structures.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:33.241913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:33.241913Z digest=sha256:f7f06b1addeedea52c6bc5de27380ec0691387a70f1381b9d52a88ce62e60814

Observation bc5f53dd-4224-4a3e-9283-b317a0e9b682 · outbound

This paper cites LLMs can learn self-restraint through iterative self-reflection.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning LLMs can learn self-restraint through iterative self-reflection

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:49:36.221125Z

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.

source=pdf_text observed=2026-08-07T14:49:33.312174Z digest=sha256:1d56b4ccba3c55236d0c78bd646fcb64200c1e055d45e3416b54c2261c5beae4

Observation 608c7fcd-855a-4d83-aa61-240ace93f3fa · outbound

This paper cites Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis Refinement.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis Refinement

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:33.389096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:33.389096Z digest=sha256:882685c9a3596e32e3f724dadcee8bf0804846de2c866d8329da727c60c1bdd8

Observation b2a78e1a-cb5a-4bea-ad86-bfea69ff2d96 · outbound

This paper cites A tree-of-thoughts to broaden multi-step reasoning across languages.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning A tree-of-thoughts to broaden multi-step reasoning across languages

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:49:37.532366Z

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.

source=pdf_text observed=2026-08-07T14:49:33.468614Z digest=sha256:b7daf642ac96e37f8ed74f87d4d671e484f99b166eb56f6eab13189c2157c0e6

Observation 0042ae70-87c4-4f30-a5fe-1a1ec63f1229 · outbound

This paper cites Collaborative Quest Completion with LLM-driven Non-Player Characters in Minecraft.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Collaborative Quest Completion with LLM-driven Non-Player Characters in Minecraft

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:33.591408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:33.591408Z digest=sha256:60b3643ba971f05d53eef251c7e31764c967156c8f47e3f38f3f6e857ef73e63

Observation 1dfa7f4c-29f5-456b-8781-be48838f897b · outbound

This paper cites Self-Reflection in LLM Agents: Effects on Problem-Solving Performance.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Self-Reflection in LLM Agents: Effects on Problem-Solving Performance

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:33.715435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:33.715435Z digest=sha256:53f684db2b03f70662603c6580be20296f15554dcd01a3bf0af825dd0340ec0c

Observation 1768a570-af9a-4c4d-9840-0b8aa0415e41 · outbound

This paper cites PhD thesis, Massachusetts Institute of Technology, 2020.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning PhD thesis, Massachusetts Institute of Technology, 2020

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:33.781838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:33.781838Z digest=sha256:16c31768971e6eae2dc389bd78c825e18f19225ef0c0b29ae7c6686e9ebb5428

Observation 8877ce1f-ff5b-4152-aae0-61c698e83fb1 · outbound

This paper cites Reflexion: Language agents with verbal reinforcement learning.Advances in Neural Information Processing Systems, 36:8634–8652, 2023.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:33.847818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:33.847818Z digest=sha256:2e455299ecac15f6d79959e986eb5ca28924e4848dd588bd97386498186fd0e1

Observation 7d663f43-fa8a-4f65-98c1-284b0cf26c97 · outbound

This paper cites Learning to Summarize from LLM-generated Feedback.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Learning to Summarize from LLM-generated Feedback

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:33.950410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:33.950410Z digest=sha256:67e520e6c5f59915a12317ff319b8006d35d14cc69313f4673635ecd2c9b6035

Observation c5862f00-b620-404b-b069-4078f9cfc14a · outbound

This paper cites DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy

Reference 60

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:49:36.004160Z

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.

source=pdf_text observed=2026-08-07T14:49:34.066304Z digest=sha256:f56b11fac84fb04cd818cb781d76967d48a0bb1d51e409f7a76288fceec926a2

Observation 01c21ea6-7a9a-4185-977f-c3c8fa390380 · outbound

This paper cites DebugBench: Evaluating Debugging Capability of Large Language Models.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning DebugBench: Evaluating Debugging Capability of Large Language Models

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:34.165662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:34.165662Z digest=sha256:7d8186c41d46050c3c882a1c179fa341dd62cc9e318ed43a8d0a69e5d09a16e7

Observation 5b2fd661-cb37-43a1-acd6-00f54d74b6a1 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning LLaMA: Open and Efficient Foundation Language Models

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:34.273992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:34.273992Z digest=sha256:144c0b8f3620b9646ffcc9e2fcdfaa125104d9d8d29c781d01c24a1b30466eae

Observation 9824dbd5-d1ba-462a-a060-25cdfbc07ca6 · outbound

This paper cites Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:34.480037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:34.480037Z digest=sha256:aa1163256fb3a6731f347c748f564b67a0b746c831c20338220fc9d71c911c5c

Observation 057437c3-648c-49ae-ae05-acd084c7d1a2 · outbound

This paper cites LLM-Empowered State Representation for Reinforcement Learning.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning LLM-Empowered State Representation for Reinforcement Learning

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:34.579442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:34.579442Z digest=sha256:fa4589bd8e76a9e21cdf5e328c934618a26baab6dd999221bf0a83ba7610463b

Observation 9907e356-e0ea-45e9-9e39-a81b4b91975f · outbound

This paper cites Towards Self-Improvement of LLMs via MCTS: Leveraging Stepwise Knowledge with Curriculum Preference Learning.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:34.648272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:34.648272Z digest=sha256:b33bb97c97da9f31d1217cfe5a511f3cc4baaef303c0db0b94fe3bc94f50923b

Observation 2b35b281-2477-4496-9d43-88b1b60f64fc · outbound

This paper cites Unveiling Factual Recall Behaviors of Large Language Models through Knowledge Neurons.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Unveiling Factual Recall Behaviors of Large Language Models through Knowledge Neurons

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:34.744077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:34.744077Z digest=sha256:3f503ddad435ba83d9aab293b6aa0c7decc035aacdbb022a19cdd351e8047757

Observation 4f4c2ac8-faa8-45bc-b89c-7cf00ff10e65 · outbound

This paper cites CodeT5+: Open Code Large Language Models for Code Understanding and Generation.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning CodeT5+: Open Code Large Language Models for Code Understanding and Generation

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:34.817399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:34.817399Z digest=sha256:da8e6b7b041e18e80f085daaa5439c9955f2248fd31336bb470072de3fa5e207

Observation 68b230e7-b3de-40b5-bcd0-e53b4dc01908 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Chain-of-thought prompting elicits reasoning in large language models

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:34.902579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:34.902579Z digest=sha256:16c448007c145e575efc6b1bf734a915cb7b1e7fdbe46d3aca63391b0f7d7f12

Observation 11fa3152-5ce9-4ec2-9a6f-9b303525475e · outbound

This paper cites MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:35.005797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:35.005797Z digest=sha256:2745f367403788d7bd4d904a42733b391211471db36c28512a47ee4d303c3728

Observation a83c4496-02aa-443f-b028-1cc28b28a1bf · outbound

This paper cites Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:35.065728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:35.065728Z digest=sha256:39fad6d785cda8ca8a8b2068754035e12d6934044c823b80b904afe320c61e1b

Observation f2d3e7c0-c174-45d0-8568-b5f9132b9f93 · outbound

This paper cites Jamplate: exploring llm-enhanced templates for idea reflection.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Jamplate: exploring llm-enhanced templates for idea reflection

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:49:37.337295Z

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.

source=pdf_text observed=2026-08-07T14:49:35.151239Z digest=sha256:cac5c64aa6486dc2ef576f943ebb9642cab33a4720ae6c566859509043e2712a

Observation d5ba1cb2-1dc2-4448-a513-8d9f8d993208 · outbound

This paper cites SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:35.225409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:35.225409Z digest=sha256:5b2b23408056c16c8d72ac0cb7d00375cd90b10102dbf414026700bb5e98667b

Observation 5bf17ded-4b9d-4fbb-b1cb-6280c1ad8920 · outbound

This paper cites Qwen2.5 Technical Report.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Qwen2.5 Technical Report

Reference 73

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no resolver link, observed 2026-08-07T14:49:35.307811Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T14:49:35.307811Z digest=sha256:bc602e809d395143d46d368faf6e1b8db696147fdb9746e84a09c925d6361373

Observation 7d892c07-6236-4352-9374-c1ed21ca63a7 · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.Ad- vances in neural information processing systems, 36:11809–11822, 2023.

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

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no resolver link, observed 2026-08-07T14:49:35.366532Z

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Observation 051e4b9e-ed8b-4c10-a9d7-7a5bebe4950f · outbound

This paper cites Rest-mcts*: Llm self-training via process reward guided tree search.Advances in Neural Information Processing Systems, 37:64735–64772, 2024.

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

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unresolved
no resolver link, observed 2026-08-07T14:49:35.435869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:35.435869Z digest=sha256:c7971b77811004cb5b5de099f068be29ea209ddc08d2f04dfe02bf5ecfbc383e

Observation dc4bf0cb-1564-42ef-9d45-b75021261a4c · outbound

This paper cites Chain of preference optimization: Improving chain-of-thought reasoning in llms.Advances in Neural Information Processing Systems, 37:333–356, 2024.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:35.505429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:35.505429Z digest=sha256:0d06ef6fc28b6b33b5a2ab6c3ebf3bc1213b06319c4729b757ea09a8909f8bcf

Observation 8f603f27-c921-4b73-ad45-fbee0fa36519 · outbound

This paper cites Evaluating large language models through role-guide and self-reflection: A comparative study.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Evaluating large language models through role-guide and self-reflection: A comparative study

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:49:37.171564Z

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.

source=pdf_text observed=2026-08-07T14:49:35.552371Z digest=sha256:94e0f3674656f4e22ba2fbea0f118e606ed3fff1009a1ff3453c22314a0e6e0c

Observation 705c7f47-c650-4da2-bafa-e2200ee27ed8 · outbound

This paper cites Unveiling the Magic of Code Reasoning through Hypothesis Decomposition and Amendment.

MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning Unveiling the Magic of Code Reasoning through Hypothesis Decomposition and Amendment

Reference 78

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no resolver link, observed 2026-08-07T14:49:35.608895Z

Source-reported events for the cited work

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Observation 170ad275-e312-46ce-967a-d02a92e631ae · outbound

This paper cites Can llm replace stack overflow? a study on robustness and reliability of large language model code generation.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:49:37.038751Z

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.

source=pdf_text observed=2026-08-07T14:49:35.667220Z digest=sha256:d70e7f052a0848341ae122dc74e7fb9bc41fed17265a23ae9be96b579e4a21ca

Observation 6439f9ff-47aa-407f-b472-50c46a5dbb26 · outbound

This paper cites Debug like a Human: A Large Language Model Debugger via Verifying Runtime Execution Step-by-step.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:49:35.726058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:35.726058Z digest=sha256:ca9d429127668a3a633c53c4f7350d526f133f5e9a52cbffbb9f86999fb8e467

Pith citing papers

No inbound Pith citation observations are available.