Paper Citation Record · LEDGER

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs

As of 20 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 5 inbound Pith citation observations for arXiv:2507.03254.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.03254 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:19:20.707339Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T17:10:42.830886Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-14T23:13:15.688150Z

Reference resolution

24 of 24 outbound references displayed

verified exact1
verified fuzzy4
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8d52527d-4ada-4b04-9b9d-fa07f85ee92a · outbound

This paper cites Grounding llms for robot task planning using closed-loop state feedback.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Grounding llms for robot task planning using closed-loop state feedback

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:18.661644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffac2590-aff9-429f-b19e-d0b27d9f9d61 · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:18.870999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5e23077-5f98-4968-b45e-50c21baca477 · outbound

This paper cites Optimizing Token Consumption in LLMs: A Nano Surge Approach for Code Reasoning Efficiency.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Optimizing Token Consumption in LLMs: A Nano Surge Approach for Code Reasoning Efficiency

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:19:21.147626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 56c7d733-e1bc-46c7-9ee1-2127df3af9c8 · outbound

This paper cites Inner Monologue: Embodied Reasoning through Planning with Language Models.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Inner Monologue: Embodied Reasoning through Planning with Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:19.038387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6973003f-b030-4790-88f6-5953ea2c4d29 · outbound

This paper cites CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:19.065545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e077e1a1-7fc9-4ac5-8316-220bce186c8c · outbound

This paper cites GAIA: a benchmark for General AI Assistants.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs GAIA: a benchmark for General AI Assistants

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:19.221890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40ea30e3-6de1-4a8d-b841-f82f946e47de · outbound

This paper cites Virtualhome: Simulating household activities via programs.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Virtualhome: Simulating household activities via programs

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:19:21.838642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1cfa8fcb-f9c7-489e-b9da-37a7103cd5a8 · outbound

This paper cites smolagents: a smol library to build great agentic systems.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs smolagents: a smol library to build great agentic systems

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:19:21.734150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1eac347d-3966-4c14-aaa0-83feda3c27e0 · outbound

This paper cites ProgPrompt: Generating Situated Robot Task Plans using Large Language Models.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs ProgPrompt: Generating Situated Robot Task Plans using Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:19.758969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb448b1a-3a27-4d17-abe8-0ce7c936ca1a · outbound

This paper cites Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:19.825881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b351813-1090-489d-ab55-cc4679f4cc39 · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:19.696047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f236aac4-1ec8-4d6d-b329-0c0b035db0da · outbound

This paper cites Executable code actions elicit better llm agents.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Executable code actions elicit better llm agents

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:19:21.593153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a5a3d8fe-8f36-4e44-b94f-8deecbe99c67 · outbound

This paper cites Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:20.136505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 125182e7-3b1e-436a-ae2e-34b4583b1a70 · outbound

This paper cites MegaAgent: A Large-Scale Autonomous LLM-based Multi-Agent System Without Predefined SOPs.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs MegaAgent: A Large-Scale Autonomous LLM-based Multi-Agent System Without Predefined SOPs

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:19.906336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7d88685-6bb0-4bae-8516-548b4fe424d7 · outbound

This paper cites Unlocking Reasoning Potential in Large Langauge Models by Scaling Code-form Planning.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Unlocking Reasoning Potential in Large Langauge Models by Scaling Code-form Planning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:20.300033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fff86044-0235-457d-8b3e-8c644acc40c9 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:20.389189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1666cf00-7120-4e1a-998d-099305bd94d6 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:20.208590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6aa398d1-cbc9-4d72-9ad6-2aa8b986720b · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs ReAct: Synergizing Reasoning and Acting in Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:20.475651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c7635ac-7183-4fdb-9c41-48d1adc4a1d9 · outbound

This paper cites Cohen, Ruslan Salakhut- dinov, and Christopher D.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Cohen, Ruslan Salakhut- dinov, and Christopher D

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:19:21.394560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ebb0946f-dda3-43fa-ad22-8ee8241310c6 · outbound

This paper cites Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:20.707339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67e51e3c-28e8-48e6-8fe9-5f91fff28bf0 · outbound

This paper cites Tree of Thoughts: Deliberate Problem Solving with Large Language Models.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:20.630478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d74b4e5-1871-499b-8e94-8c889897e719 · outbound

This paper cites Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:20.670254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dc026af-f8fb-4d1d-b7f2-3673d128266e · outbound

This paper cites PAL: Program-aided Language Models.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs PAL: Program-aided Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:18.803952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b08bec4-baab-43d2-b992-3818850b1bb7 · outbound

This paper cites Language Models as Compilers: Simulating Pseudocode Execution Improves Algorithmic Reasoning in Language Models.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Language Models as Compilers: Simulating Pseudocode Execution Improves Algorithmic Reasoning in Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:19.140622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation ff148a5c-9452-4b79-baf6-64b459be45ff · inbound

Tractable Asymmetric Verification for Large Language Models via Deterministic Replicability cites this paper.

Tractable Asymmetric Verification for Large Language Models via Deterministic Replicability CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-04T17:10:42.830886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 685d619e-e007-4560-8952-a4fee476bb04 · inbound

Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory cites this paper.

Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs

Reference 236

Resolution: verified exact; arxiv_id, observed 2026-05-14T23:13:15.691012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c9c64c28-bed3-42b4-a120-d1dbd92b7e41 · inbound

Toward Efficient Agents: Memory, Tool learning, and Planning cites this paper.

Toward Efficient Agents: Memory, Tool learning, and Planning CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs

Reference 167

Resolution: unresolved; no resolver link, observed 2026-08-03T09:21:47.700265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4eb831b-dddf-4efc-84c2-6b5b990e7aec · inbound

Token Economics for LLM Agents: A Dual-View Study from Computing and Economics cites this paper.

Token Economics for LLM Agents: A Dual-View Study from Computing and Economics CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs

Reference 109

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T07:31:27.497041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bcc6e4bd-d1de-4880-813e-a99d24844017 · inbound

The Best Programming Language for Tokenmaxxing: An Investigation of Coding Agent Behavior Across Programming Languages cites this paper.

The Best Programming Language for Tokenmaxxing: An Investigation of Coding Agent Behavior Across Programming Languages CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T04:41:31.264767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.