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Paper Citation Record · LEDGER

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

As of 17 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 1 inbound Pith citation observation 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 81 of 81 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T15:25:05.184840Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-11T15:25:05.283540Z

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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no resolver link, observed 2026-08-07T14:49:27.562345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:27.562345Z digest=sha256:eb94ec105bbfcc006ddf2d76b8e5a5e9effe6382c1dc51e47d76de4a1163a2a8

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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no resolver link, observed 2026-08-07T14:49:27.620089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:27.620089Z digest=sha256:ada40267d7a8b5c70c5eaab57426f106d169c8c8c62b390a647668c6d5fa908e

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:27.701109Z digest=sha256:b07f1df2f106e3a0880e1186868d24b5ab209be0a956f1d55f22fd1af30126cc

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

Resolution
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:27.784462Z digest=sha256:abab4220ca2d8e54a16024304e4ace2ec6d51ac8a317434f012949e957df57b3

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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no resolver link, observed 2026-08-07T14:49:27.890565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:27.890565Z digest=sha256:46defba3ceccbc4fe8d32e75dba5adb30c4f651dcc2e21cf419ee1d5f790b8be

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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no resolver link, observed 2026-08-07T14:49:27.974110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:27.974110Z digest=sha256:28e6de6a7ea5cdc064daaa0c75ac598b39c1221cee3ccf26a2a4b73a470e71c7

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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no resolver link, observed 2026-08-07T14:49:28.072575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:28.072575Z digest=sha256:8091779f1bc4eedbb54750cc2e340a40c14f77880958bd8775abacda4e6e6627

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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no resolver link, observed 2026-08-07T14:49:28.202638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:28.202638Z digest=sha256:5c786c92369a5bc3e784cc812ef33edf12b3ace7ad13e4e8dfb9be7ca4b6bded

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

Resolution
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:28.265769Z digest=sha256:e1d12e640123218c4672e20ab35962c56ffdcb1b663fdf062fcee0e530a4c925

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:28.357077Z digest=sha256:a352326de4329efd88749ddc72cfadfc13726e49db48c1e8ccd622e2b410361f

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

Resolution
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:28.437335Z digest=sha256:5c4ce6b0eb07b99d0dfb02e70f7b9b4f772b8c53a9cd4c2982bde057fa3b346f

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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no resolver link, observed 2026-08-07T14:49:28.536611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:28.536611Z digest=sha256:5a93d94ffe057e5bf3ddcbd4c6ab348f9c01abe0cc41d3d4e5ed3f112b9d67c3

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:28.619643Z digest=sha256:99ba9e91c2f61aa1d6e281dec5a80159370637c6588b71268090e6bbb37ec331

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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no resolver link, observed 2026-08-07T14:49:28.703076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:28.703076Z digest=sha256:d7a713481eb033329be5484f129c1c903b79d547131b5dd6ee64bbd8da1ea4e7

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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no resolver link, observed 2026-08-07T14:49:28.777730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:28.777730Z digest=sha256:7dd8d277b3ca197ad65a07a7dc838ac491d871b674947cb3eee7d8d14c99c5f2

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

Resolution
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:28.882879Z digest=sha256:41fd9b947de2106acc467c632295ad6275984db9a80d845dd3f82635b4ac8134

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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no resolver link, observed 2026-08-07T14:49:28.987598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:28.987598Z digest=sha256:8075cf485e148327ceec5a16333d0b9015ef9b05db5eacb1580603b20b72703c

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=sha256:933081fed9a90f598764d55177bc5b61922bcede29c34c357753e56f497ce64c

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

Resolution
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:29.172655Z digest=sha256:3ad092b39d8f781cf1b8c2077a5a9ce333539b39cb3f1dd78136aae63f8399d6

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:29.256340Z digest=sha256:e3e5a526ffac69ed8c33fa358066aa10946e82d21f5e8d4ecffc8df5d8467eb7

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

Resolution
verified fuzzy
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:29.351390Z digest=sha256:db6210b39efe23a3ea88fce039546e62e1033ca5655f7d5660527696bbf4c9ea

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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no resolver link, observed 2026-08-07T14:49:29.430339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:29.430339Z digest=sha256:175fc95b8aa45600e32b2d03a10f66fbc40f49c204a48d440bba1de12b3872a9

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:29.529665Z digest=sha256:6ff3b2a891bad906c0672d71707ebac367ecf6feb697d3ba04358a3d30d45c5b

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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no resolver link, observed 2026-08-07T14:49:29.615441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:29.615441Z digest=sha256:4dc9fe95ad1b2f4cae4bbca9a82b2911da3ae76b13c741c43c15f7639a825c3e

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

Resolution
verified fuzzy
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:29.667957Z digest=sha256:9b2f7bc1c9c90a5d2e189e3c83ca1be14041e328d3a7a8db4bcb818f608ad9a8

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:29.740156Z digest=sha256:de3f09e4b833aaaebb3a2d55762458159586b1769dad6fc054ff3d956c77fc51

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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no resolver link, observed 2026-08-07T14:49:29.835793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:29.835793Z digest=sha256:9d02235ccc9559362c401e218437fb5e27ec9d27d3750bfaad8fdf42cd662500

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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no resolver link, observed 2026-08-07T14:49:29.941492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:29.941492Z digest=sha256:2926a6d56b8f9a671469daef5206b4786618b114e976c5497d8271ccbd26dd39

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

Resolution
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:30.026738Z digest=sha256:26c24da8f46bcfe53282d218284d897b00ef48ef8375e25b0895c27762910021

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=sha256:6cc4346d62c17da7ebe181a432e7fb854483acf4d5b4f44ef067ebdad841430a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:30.201458Z digest=sha256:7287fbee9a7fd182578cb98ee20ac0038565fe5ff7c0cde0319e94fe62a0e7ad

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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no resolver link, observed 2026-08-07T14:49:30.358595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:30.358595Z digest=sha256:f916f0dcd3d73630bd75606a146f64c16fe01bbba47e6c05ed787708de2b4c06

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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no resolver link, observed 2026-08-07T14:49:30.494749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:30.494749Z digest=sha256:b4514b29f9500658874e93940220c937eca1d5f1ab70b04e5b85281191eeaac8

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

Resolution
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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:30.623686Z digest=sha256:9c3e81d078bd1367151e56ba5393a3f2589f4f0fb7a5cfe956bcf7329cc0bd57

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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no resolver link, observed 2026-08-07T14:49:30.736996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:49:30.736996Z digest=sha256:53a65fa5d88e78e90cdfb12ccf8699ccfa228b524995d0f86668fd4ae37f99eb

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:30.869009Z digest=sha256:4f8279a2b9c26d65e94ad9ddb54cdabd4fe7339ecaea2a17fe74dbe80d360848

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
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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=sha256:33697c74e90400639ac60c645594002546f770bf1fffa20590d7c9cc3ccf2a19

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:b68a1d16c9b7946e0bc1842fa079855035f98c7b12d8474f8d8c8efdc63b4070

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:bfbea49cf6794a3c6775f00de11b3a116ed9ab71278671d51f367c31bc7fe248

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:31.388256Z digest=sha256:e8b133f0494d7a28b32c03df6b55420f121d6efa14539ee7ba804b95d2610793

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:31.573535Z digest=sha256:2f7712b0d4e10fb101a2f425f0d4963b4929d8e0905e8c481f4ba9762cf1e3af

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:df2592f2d12bc8b9baa8e60db4e0253b0635cade1ba83c4f25fea10f18935963

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:31.951717Z digest=sha256:7e5161f965ebfd43b6539862b3c1b4f950be690bf8653d3dc81a82e55f1bfd04

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:32.063172Z digest=sha256:e4134b83dbb7a526aa324e36f51b07847daf5a42773b036f080ff06df59400a1

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=sha256:67569c5117780e2d78ee2b17b938eeddb320ccc44d5fd7b95420490acee4b7ef

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:32.435506Z digest=sha256:cf4041197fdb582fc4a60f6d73dcd972e01ba625a95e36c82d9a01fe96ead761

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:32.642674Z digest=sha256:ee6585822b096bb2979fc22c8ec105b6505cd9cb5a3b893859b8c01d989aca1a

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=sha256:677d7ee9138843203e87d72d46cac657193b4bfaffaf0d6ab15397da449eec85

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=sha256:8c699517655d0ee3911438d438f3523075f72da5d9c54f651f3e951db5ab43a3

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:cf94f601a5d22ece0d367fac907916de116d240aa7cf5d4b84ad2e3c4d33e184

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=sha256:96d563c4a4774fc024b15f274b9757ecac7fbef76b3c08466567ece04bb4f5d8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:33.312174Z digest=sha256:4e338a0f42b165147c4e93f2d26375545a399a38f5f6b7b4757fd2006dc3b964

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=sha256:63cef966e1f41f7c1c5333aad9cdb1566a747563c6f878e59064c1f8ec0e2ef3

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:33.468614Z digest=sha256:a2974b0af54ebd59aba20fc595ecb8af73947297529380fb03ca14e189e404cc

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:fdca15a073eaee2f4808f94908a9651ebffc0eb1adea6168fa32efbf04dfd2df

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=sha256:4588004a26906854517b091d84463b7134a9ddc02a5dcad982516fa077573a5d

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
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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=sha256:15a57f0d282553d3b2d0ec8d52e0d34e5fe407afd69aac8af60e2cb658a5338c

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:c587373f3f2c4208b627b5dd7303eaea6dffe47fc9ae2732fbf09ac4bea91b30

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=sha256:3c81da3db0bbdfc819e6367cfa079f8bcf91559eb599f696297f1c339b102c46

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:34.066304Z digest=sha256:55cec1b627397b18fc92671d1a97743d1e64b596c618c3e33003e331ff02652e

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:a44aa139c155f05bdc46ef9e57f8163198c2f28e5b55913de9931c6b38456edc

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:bfc02af3791eb540e132e240c99dab291512701242afa9e9376060e7ec962359

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=sha256:69bbbb5583e14dfb3b5789013d547f3f86dad2bc6a77620a3a61fd65a6ef1351

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:b7fc699f4fe17113d576af5775779fc1971fbf182a4f3050f977c1d8680626dd

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:edd20480ae04e671c14beea09a3e07c922592d8e3eb81d68066d4ec9a55f7fa9

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=sha256:3ee41559c84f1ddec65285f3a17b9cf5cbdf31588b4159a9e6d3ae55ebe7b8ec

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=sha256:3c63b3c2ce7ba869ebcaecea7ac7e2bcbd05399e0e42854912ca518d4aa8f8a5

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=sha256:9721628de79eebda43bf745d0d4a1171d5e225414c905806b65fe63a2c52c2d8

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=sha256:21d8a1e1373b2a5dc889995a0e9bb79729f2d2b30dbac73989a6cc4498e03764

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:ade9058e9993f038c0a7b94202fd52fe0e50ad01475cf550d1055f43caee0c81

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:35.151239Z digest=sha256:b9cbec882ffb69b3c0d7890b7930c972c99e0aec2499285e4e46d1ff28704779

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.

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

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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

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

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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

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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 2026-08-16T06:30:59.297886+00:00.

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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

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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T14:49:35.667220Z digest=sha256:a2226cdc51bef229c069c4259ad5520a43948a9f3a1fe33bba154a96efd80e85

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

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

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source=pdf_text observed=2026-08-07T14:49:35.726058Z digest=sha256:bac8311b354a5f52567854700fb075d46cf0cb8defe4873c36ee59136c7d0f78

Pith citing papers

Observation ea1b1e72-a284-4fc0-a841-f806ce2a5839 · inbound

Embracing Large Language Models in Traffic Flow Forecasting cites this paper.

Embracing Large Language Models in Traffic Flow Forecasting MARCO: Meta-Reflection with Cross-Referencing for Code Reasoning

Reference 91

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verified exact
local_arxiv, observed 2026-08-11T15:25:05.293076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-11T15:25:05.184840Z digest=sha256:ed11528e46b282dbc433cadfc45f52540070a8dc257efcbe13b9d5f8507ec862