Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T11:58:08.178888Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 3 inbound Pith citation observations for arXiv:2412.15305.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T11:58:08.178888Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T17:00:25.362897Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-20T10:58:14.552870Z
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 653f8a6f-65ba-45a1-9e4b-93a75639e048 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling online" 'onlinestring :=
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4e8be7a-f16a-4484-bb0c-895b89dec334 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling write newline
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12c90503-056f-4a2c-8011-35148e96f8f1 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling GPT-4 Technical Report
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37268ae3-a913-499f-b110-cebba56a2ff2 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 70eca5e2-fd63-4867-b254-f69937bdd63b · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1da40b5a-8fb3-400e-95f2-3d2492db690e · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Qwen Technical Report
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b3dd08d-16f9-4b1c-a1c0-e0742e40c273 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1f730871-4e8a-4c3e-bb14-229cd4f31de5 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Sparks of Artificial General Intelligence: Early experiments with GPT-4
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d61f7b3c-cdb5-443c-9da1-f084b76afe77 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unleashing the potential of prompt engineering for large language models
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1103b60e-cd3d-468f-b033-70888a92e05b · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling AutoAgents: A Framework for Automatic Agent Generation
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f18de28e-0881-49b8-8793-5c32fdd7b26b · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 11249150-8978-41a1-b751-80e786d45bc2 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1d45ab8-31f5-4a42-9fc3-b56cc3f7893b · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9e6e00e-0688-45f8-b4b3-a75a00cd98bb · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9edd6842-e13e-41e6-aa5e-be53f4f59238 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 070cc6b5-d313-4388-ac3a-b2d9894a05bc · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50ff9411-7bc8-4a17-84a0-6e74e762592f · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f2de4b07-d202-468d-9422-c16c4e373163 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Data Interpreter: An LLM Agent For Data Science
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25ba899a-34ea-40ad-ad4c-a8d1452abba8 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78b51ecc-84ab-4cee-8422-a3c9d03ff6df · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling MapCoder: Multi-Agent Code Generation for Competitive Problem Solving
Reference 20
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Unavailable: canonical work link unavailable.
Observation c0e81085-2ff6-48f6-a82e-31b3a8799185 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7be37f00-b817-4de1-9ac7-e9b321779dff · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 22
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Unavailable: canonical work link unavailable.
Observation f282adee-ac99-4cd0-9175-ad8dc84ea2f4 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Chain of Code: Reasoning with a Language Model-Augmented Code Emulator
Reference 23
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Unavailable: canonical work link unavailable.
Observation b5abf293-9052-41f2-aab4-9e3cfebab925 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f7325ae2-47a4-4adc-9af2-3c5591c55686 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7897e32c-b955-44e5-a56f-0c9d442b9144 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d1adf25-9770-4cd9-9a25-7afe85afd9d7 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Improve Mathematical Reasoning in Language Models by Automated Process Supervision
Reference 27
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Unavailable: canonical work link unavailable.
Observation 2c4f5a40-7d1c-4b45-9978-a947db95efff · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling ReFT: Reasoning with Reinforced Fine-Tuning
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3807b644-b875-4a7f-b992-ed9eab951b34 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling GAIA: a benchmark for General AI Assistants
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 898e00d0-70ba-4fb1-9bda-9968c683bf5b · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2514391-ac56-45e8-91ee-cb06f0d7be98 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 05726ee2-2578-4a81-bb0a-b9e958e2ebd6 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 910a86d9-af5d-4a96-a7e0-a6636b84456c · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling O'Brien, Carrie J
Reference 33
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Unavailable: canonical work link unavailable.
Observation 9255f163-d2c8-4ade-95c1-7a00b6f9d1b4 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 81b594a6-13d4-4208-8d35-11ccd2286ed7 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17f94f6d-747b-4075-8262-72d9358d1303 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7a6c82b-133a-49ce-91d0-a9783c982783 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Self-Reflection in LLM Agents: Effects on Problem-Solving Performance
Reference 37
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Unavailable: canonical work link unavailable.
Observation d811a5f1-129d-4d54-a65e-ac155e73f5e8 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a2030323-a98a-4ce2-bec5-8f27804b259f · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Executable Code Actions Elicit Better LLM Agents
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcd43ae3-02cf-4a02-87e6-4428cca3cbf7 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling LeTI: Learning to Generate from Textual Interactions
Reference 40
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Unavailable: canonical work link unavailable.
Observation 12d20628-a02f-47b0-b030-2909ac87fbd5 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a955a65e-77e3-43ec-8b91-2e7fb07d3bc5 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 4bf01aab-38fd-4fc2-b8c4-4a7152dfa7e2 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Learning Task Decomposition to Assist Humans in Competitive Programming
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 972ceecb-2f05-480f-9e5b-3b7c8f3be0f8 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d33714eb-07f0-4477-b70c-2bb05b3dfa39 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation cd16ae79-f704-4b2e-a6c5-45199aa4f4c9 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Unresolved cited work
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f75bba41-a591-4d11-9f0d-e743a3d685da · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling ReAct: Synergizing Reasoning and Acting in Language Models
Reference 47
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Unavailable: canonical work link unavailable.
Observation 09d531f7-c4fd-4a71-8e9c-f5a60d88606c · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Reasoning Through Execution: Unifying Process and Outcome Rewards for Code Generation
Reference 48
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Unavailable: canonical work link unavailable.
Observation 97b6596f-6a23-4b95-a418-096e85a2c3cb · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking
Reference 49
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Unavailable: canonical work link unavailable.
Observation c65ab49c-6be4-46f3-8c3f-9827d3d55da2 · outbound
Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling Self-Contrast: Better Reflection Through Inconsistent Solving Perspectives
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a7ac792-b97d-4aa7-9fdf-b9f0cee47a96 · inbound
RepoMaster: Autonomous Exploration and Understanding of GitHub Repositories for Complex Task Solving Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aab4e844-baf9-4d8f-b851-0aa4a6f01062 · inbound
Neural Algorithmic Reasoners informed Large Language Model for Multi-Agent Path Finding Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling
Reference 16
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Unavailable: canonical work link unavailable.
Observation 253765ed-a261-42f6-9920-b0bacf5cdbab · inbound
Code as Agent Harness Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling
Reference 161
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.