Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-07T15:47:28.474020Z
Paper Citation Record · LEDGER
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling
As of 6 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 1 inbound Pith citation observation for arXiv:2604.25847.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-29T12:52:20.911788Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-06-29T12:53:26.393576Z
Reference resolution
26 of 26 outbound references displayed
- verified exact21
- verified fuzzy1
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch4
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation d1d08d4e-feb0-4fab-bd43-66c93e9af24e · outbound
This paper cites OptiMUS-0.3: Using Large Language Models to Model and Solve Optimization Problems at Scale.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling OptiMUS-0.3: Using Large Language Models to Model and Solve Optimization Problems at Scale
Reference 1
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-30T01:16:21.807158Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fd984b48-78d6-4540-b80b-d0e965dd617a · outbound
This paper cites Debatecoder: Towards collective intelligence of llms via test case driven llm debate for code generation.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling Debatecoder: Towards collective intelligence of llms via test case driven llm debate for code generation
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T00:06:18.469254Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1368c2aa-1cf5-4022-80d7-a81b3df20868 · outbound
This paper cites OPT-Engine: Benchmarking the Limits of LLMs in Optimization Modeling via Complexity Scaling.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling OPT-Engine: Benchmarking the Limits of LLMs in Optimization Modeling via Complexity Scaling
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T01:43:11.552486Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 429cf6f7-3a3e-49ba-b8a4-b5f7e29d76b8 · outbound
This paper cites DeepSeek-V3 Technical Report.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling DeepSeek-V3 Technical Report
Reference 4
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-12T00:06:18.596909Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3d0cdcf5-3a87-4a46-ac2c-71eb3529d9b0 · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 5
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T00:06:18.395014Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1c838b19-4361-4b54-9233-aa31b4da7228 · outbound
This paper cites AI safety via debate.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling AI safety via debate
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T21:22:01.373606Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c0cefe87-dd59-421d-b28b-90cd49a9e8e4 · outbound
This paper cites LLMOPT: Learning to Define and Solve General Optimization Problems from Scratch.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling LLMOPT: Learning to Define and Solve General Optimization Problems from Scratch
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T00:06:18.483370Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b2c49836-f332-4031-b218-bf9612ba3bf9 · outbound
This paper cites AlphaOPT: Formulating Optimization Programs with Self-Improving LLM Experience Library.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling AlphaOPT: Formulating Optimization Programs with Self-Improving LLM Experience Library
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-06-09T02:06:07.180254Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f19d3a12-f8b9-449a-9607-181a93dc1a28 · outbound
This paper cites SWE-Debate: Competitive Multi-Agent Debate for Software Issue Resolution.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling SWE-Debate: Competitive Multi-Agent Debate for Software Issue Resolution
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T00:06:18.523091Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f501e0fe-2405-4232-a875-79cb80c92119 · outbound
This paper cites Encouraging divergent thinking in large language models through multi-agent debate.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling Encouraging divergent thinking in large language models through multi-agent debate
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T02:58:27.183241Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 58357e83-0b1a-48e7-b0bc-b17adfc5120b · outbound
This paper cites Breaking mental set to improve reason- ing through diverse multi-agent debate.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling Breaking mental set to improve reason- ing through diverse multi-agent debate
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T00:06:18.628781Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1851268c-4e24-4a05-8c8c-b3ded5c96654 · outbound
This paper cites OptMATH: A Scalable Bidirectional Data Synthesis Framework for Optimization Modeling.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling OptMATH: A Scalable Bidirectional Data Synthesis Framework for Optimization Modeling
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T00:06:18.510090Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation de0d3bfd-1f39-45cd-b01f-7447a6af8490 · outbound
This paper cites RET-LLM: Towards a General Read-Write Memory for Large Language Models.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling RET-LLM: Towards a General Read-Write Memory for Large Language Models
Reference 13
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T00:06:18.551481Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f2c7bc97-f44a-4488-b324-f8f6e46d6d46 · outbound
This paper cites Augmenting Operations Research with Auto-Formulation of Optimization Models from Problem Descriptions.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling Augmenting Operations Research with Auto-Formulation of Optimization Models from Problem Descriptions
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T00:06:18.610346Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 702c4b2f-e999-4d2f-86a1-053dfb19ab51 · outbound
This paper cites NL4Opt Competition: Formulating Optimization Problems Based on Their Natural Language Descriptions.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling NL4Opt Competition: Formulating Optimization Problems Based on Their Natural Language Descriptions
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T00:06:18.541484Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fc13a094-808e-4971-adec-74c564862260 · outbound
This paper cites Kimi K2: Open Agentic Intelligence.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling Kimi K2: Open Agentic Intelligence
Reference 16
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T00:06:18.570823Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 03236727-e88f-4dd3-b758-75a45248fda1 · outbound
This paper cites Voyager: An Open-Ended Embodied Agent with Large Language Models.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling Voyager: An Open-Ended Embodied Agent with Large Language Models
Reference 17
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T00:06:18.407722Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3acc2519-12bc-45ff-8417-7a7bfb508885 · outbound
This paper cites MIRIX: Multi-Agent Memory System for LLM-Based Agents.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling MIRIX: Multi-Agent Memory System for LLM-Based Agents
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T05:57:52.839654Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 93e61785-5992-4cda-9a79-0f309e7729d5 · outbound
This paper cites Ormind: A cognitive-inspired end-to-end reasoning framework for operations research.arXiv preprint arXiv:2506.01326.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling Ormind: A cognitive-inspired end-to-end reasoning framework for operations research.arXiv preprint arXiv:2506.01326
Reference 19
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T00:06:18.426057Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8dfac993-59ae-40a8-9832-65fca3b86356 · outbound
This paper cites Retrieval-Augmented Generation for Natural Language Processing: A Survey.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling Retrieval-Augmented Generation for Natural Language Processing: A Survey
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T03:06:10.858157Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ccbd1f9b-6ce9-4d5f-a5c8-e9d93f5f328f · outbound
This paper cites Step-Opt: Boosting Optimization Modeling in LLMs through Iterative Data Synthesis and Structured Validation.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling Step-Opt: Boosting Optimization Modeling in LLMs through Iterative Data Synthesis and Structured Validation
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T00:06:18.559842Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 61d3bca7-dc01-4efc-8b1e-9dc02140064c · outbound
This paper cites A Survey of Optimization Modeling Meets LLMs: Progress and Future Directions.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling A Survey of Optimization Modeling Meets LLMs: Progress and Future Directions
Reference 22
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T00:06:18.618652Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e0963247-7c30-40fd-9375-3c1c13946da9 · outbound
This paper cites A-MEM: Agentic Memory for LLM Agents.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling A-MEM: Agentic Memory for LLM Agents
Reference 23
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T00:06:18.400738Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d86cae6b-4ec0-459b-bf7f-5519a1b545d5 · outbound
This paper cites Qwen3 Technical Report.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling Qwen3 Technical Report
Reference 24
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T00:06:18.588365Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a37fc80e-4bc3-4a19-937e-889762681210 · outbound
This paper cites OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization Modeling.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization Modeling
Reference 25
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-12T00:06:18.414297Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5e259e76-16cb-4d35-b40a-3d26b6387643 · outbound
This paper cites OBJECTIVE_VALUE.
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling OBJECTIVE_VALUE
Reference 26
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T00:06:18.644436Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Pith citing papers
Observation 3e48f823-12d0-4de3-a04f-5694589c6ec2 · inbound
OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents cites this paper.
OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling
Reference 24
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T12:53:26.394890Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.