# Cluster split suggestion - llm-agents-social-cognitive-simulation

**Papers analyzed:** 331
**Communities proposed:** 4
**Modularity score:** 0.312
**Citation coverage:** 44%

> **Warning:** citation data coverage below 50%. Results may be incomplete due to Semantic Scholar rate limiting. Rerun later to benefit from cached results.

## Proposed subtopics

### 01. Generation Retrieval-augmented Knowledge (`generation-retrieval-augmented-knowledge`)

**Members:** 35 papers
**Top shared references:**
- `10.18653/v1/2020.emnlp-main.550`
- `10.18653/v1/2021.findings-emnlp.320`
- `10.18653/v1/2021.eacl-main.74`

**Papers:**
- `afzal2024-towards-optimizing-retrieval-augmented`
- `ahn2022-retrievalaugmented-response-generation-knowledgegrounded`
- `argyle2023-out-one-many-using`
- `atreja2025-alas-autonomous-learning-agent`
- `boiko2023-emergent-autonomous-scientific-research`
- `chen2024-agentpoison-redteaming-llm-agents`
- `dong2025-can-compressed-llms-truly`
- `dong2025-chatiot-large-language-modelbased`
- `hindi2025-enhancing-precision-interpretability-retrievalaugmented`
- `khalila2025-investigating-retrievalaugmented-generation-quranic`
- `komeili2022-internetaugmented-dialogue-generation`
- `lee2024-enhancing-large-language-model`
- `lee2024-humaninspired-reading-agent-gist`
- `li2024-ragddr-optimizing-retrievalaugmented-generation`
- `li2025-commercial-llm-agents-already`
- `liang2025-saferag-benchmarking-security-retrievalaugmented`
- `liu2024-lost-middle-how-language`
- `liu2025-costbench-evaluating-multiturn-costoptimal`
- `loo2025-mobilerag-enhancing-mobile-agent`
- `maharana2024-evaluating-very-longterm-conversational`
- `muludi2024-retrievalaugmented-generation-approach-document`
- `ni2025-tprag-benchmarking-retrievalaugmented-large`
- `sawarkar2024-blended-rag-improving-rag`
- `shuster2021-retrieval-augmentation-reduces-hallucination`
- `sun2025-dynamicrag-leveraging-outputs-large`
- `swacha2025-retrievalaugmented-generation-rag-chatbots`
- `tozuka2024-application-notebooklm-large-language`
- `wang2025-retrievalaugmented-generation-conflicting-evidence`
- `xu2024-nanjing-yunjin-intelligent-questionanswering`
- `yang2025-dual-retrieving-ranking-medical`
- `yu2022-retrievalaugmented-generation-across-heterogeneous`
- `zeng2024-good-bad-exploring-privacy`
- `zhang2024-agent-security-bench-asb`
- `zhang2025-rag-llms-not-safer`
- `zhao2025-medrag-enhancing-retrievalaugmented-generation`

### 02. Multi-agent Review Agents (`multi-agent-review-agents`)

**Members:** 33 papers
**Top shared references:**
- `10.1145/3586183.3606763`
- `10.1007/s11704-024-40231-1`
- `10.48550/arxiv.2309.07864`

**Papers:**
- `benzion2025-inducing-state-anxiety-in-llm-agents-reproduces-human-like-biases-in-consumer-decision-making`
- `boelaert2025-validation-central-challenge-generative`
- `cen2025-sqlfixagent-towards-semanticaccurate-texttosql`
- `chen2023-agentverse-facilitating-multiagent-collaboration`
- `chen2024-llm-scorer-impact-output`
- `chu2025-llm-based-multi-agent-system-for-simulating-and-analyzing-marketing-and-consumer-behavior`
- `corazzini2025-decision-and-gender-biases-in-large-language-models`
- `gong2023-mindagent-emergent-gaming-interaction`
- `guo2024-large-language-model-based`
- `hassell2025-learning-supervision-semantic-episodic`
- `hatalis2025-review-casebased-reasoning-llm`
- `he2025-llmbased-multiagent-systems-software`
- `hong2025-enhancing-memory-retrieval-generative`
- `hou2025-can-a-society-of-generative-agents-simulate-human-behavior-and-inform-public-health-policy`
- `kagaya2024-rap-retrievalaugmented-planning-contextual`
- `ke2025-retrieval-augmented-generation-10`
- `larooij2025-do-large-language-models`
- `li2024-survey-llmbased-multiagent-systems`
- `liu2024-llm-conversational-agent-memory`
- `liu2025-hmrag-hierarchical-multiagent-multimodal`
- `liu2025-improving-large-language-model`
- `ruiyu2024-evaluation-integration-retrievalaugmented-generation`
- `sumers2023-cognitive-architectures-language-agents-1`
- `sun2024-llmbased-multiagent-reinforcement-learning`
- `tziafas2024-lifelong-robot-library-learning`
- `wang2024-survey-large-language-model`
- `xu2024-genaipowered-multiagent-paradigm-smart`
- `xu2025-opentheatre-opensource-toolkit-llmbased`
- `yan2024-depending-yourself-when-you`
- `zahedifar2025-llmagentcontroller-universal-multiagent-large`
- `zhang2023-controlling-large-language-modelbased`
- `zhang2024-focus-agent-llmpowered-virtual`
- `zhang2024-proagent-building-proactive-cooperative`

### 03. Language Large Disaster (`language-large-disaster`)

**Members:** 28 papers
**Top shared references:**
- `10.1162/tacl_a_00638`
- `10.52202/068431-1800`
- `10.18653/v1/2022.acl-long.229`

**Papers:**
- `balog2025-rankers-judges-assistants-towards`
- `bandi2023-power-generative-ai-review`
- `chang2025-sagallm-context-management-validation`
- `chen2024-when-large-language-models`
- `chiang2024-llamp-large-language-model`
- `colverd2023-floodbrain-flood-disaster-reporting`
- `dai2024-bias-unfairness-information-retrieval`
- `freire2024-knowledge-sharing-manufacturing-using`
- `gho2025-competition-coordination-market-making`
- `hicks2024-chatgpt-bullshit`
- `huang2025-psychometric-framework-evaluating-shaping`
- `huang2025-survey-hallucination-large-language`
- `liu2025-aligning-llm-agents-with-human-learning-and-adjustment-behavior`
- `low2025-answering-realworld-clinical-questions`
- `madaan2023-selfrefine-iterative-refinement-selffeedback`
- `nassiri2024-recent-advances-large-language`
- `pandey2025-openfoamgpt-retrievalaugmented-large-language`
- `perez2022-discovering-language-model-behaviors`
- `raj2025-ai-generative-ai-transforming`
- `ren2024-retrievalaugmented-generation-mobile-edge`
- `sharma2024-towards-understanding-sycophancy-language`
- `sun2023-unleashing-potential-large-language`
- `teoh2024-exploring-generative-ai-yolobased`
- `treder2024-introduction-large-language-models`
- `wei2022-emergent-abilities-large-language`
- `zhang2025-sirens-song-ai-ocean`
- `zhu2024-flood-knowledgeconstrained-large-language`
- `zou2025-el-agente-autonomous-agent`

### 04. Memory Agents Long-term (`memory-agents-long-term`)

**Members:** 26 papers
**Top shared references:**
- `10.48550/arxiv.2310.08560`
- `10.48550/arxiv.2402.17753`
- `10.48550/arxiv.2502.12110`

**Papers:**
- `alonso2024-toward-conversational-agents-context`
- `chhikara2025-mem0-building-productionready-ai`
- `fan2025-if-llm-were-character`
- `gao2024-memory-sharing-large-language`
- `geng2025-insuragent-large-language-modelempowered`
- `guo2023-empowering-working-memory-large`
- `hosain2025-xolver-multiagent-reasoning-holistic`
- `hu2024-survey-large-language-modelbased`
- `hu2025-evaluating-memory-llm-agents`
- `jain2025-augustus-llmdriven-multimodal-agent`
- `johnson2017-billionscale-similarity-search-gpus`
- `li2024-hello-again-llmpowered-personalized`
- `li2025-large-language-models-multirobot`
- `li2025-memos-operating-system-memoryaugmented`
- `liu2023-thinkinmemory-recalling-postthinking-enable`
- `rasmussen2025-zep-temporal-knowledge-graph`
- `sapkota2025-ai-agents-vs-agentic`
- `shang2024-ainative-memory-pathway-llms`
- `shi2025-look-back-reason-forward`
- `volum2022-craft-iron-sword-dynamically`
- `wang2025-adaptjobrec-enhancing-conversational-career`
- `wang2025-mirix-multiagent-memory-system`
- `westhäußer2025-enabling-personalized-longterm-interactions`
- `xu2025-amem-agentic-memory-llm-1`
- `yang2025-efficientnav-towards-ondevice-objectgoal`
- `zhang2025-memgen-weaving-generative-latent`

## How to apply this suggestion

1. Review the communities above. Rename subtopic slugs and titles as needed.
2. Save the following assignments JSON:

```json
{
  "assignments": {
    "afzal2024-towards-optimizing-retrieval-augmented": [
      "generation-retrieval-augmented-knowledge"
    ],
    "ahn2022-retrievalaugmented-response-generation-knowledgegrounded": [
      "generation-retrieval-augmented-knowledge"
    ],
    "argyle2023-out-one-many-using": [
      "generation-retrieval-augmented-knowledge"
    ],
    "atreja2025-alas-autonomous-learning-agent": [
      "generation-retrieval-augmented-knowledge"
    ],
    "boiko2023-emergent-autonomous-scientific-research": [
      "generation-retrieval-augmented-knowledge"
    ],
    "chen2024-agentpoison-redteaming-llm-agents": [
      "generation-retrieval-augmented-knowledge"
    ],
    "dong2025-can-compressed-llms-truly": [
      "generation-retrieval-augmented-knowledge"
    ],
    "dong2025-chatiot-large-language-modelbased": [
      "generation-retrieval-augmented-knowledge"
    ],
    "hindi2025-enhancing-precision-interpretability-retrievalaugmented": [
      "generation-retrieval-augmented-knowledge"
    ],
    "khalila2025-investigating-retrievalaugmented-generation-quranic": [
      "generation-retrieval-augmented-knowledge"
    ],
    "komeili2022-internetaugmented-dialogue-generation": [
      "generation-retrieval-augmented-knowledge"
    ],
    "lee2024-enhancing-large-language-model": [
      "generation-retrieval-augmented-knowledge"
    ],
    "lee2024-humaninspired-reading-agent-gist": [
      "generation-retrieval-augmented-knowledge"
    ],
    "li2024-ragddr-optimizing-retrievalaugmented-generation": [
      "generation-retrieval-augmented-knowledge"
    ],
    "li2025-commercial-llm-agents-already": [
      "generation-retrieval-augmented-knowledge"
    ],
    "liang2025-saferag-benchmarking-security-retrievalaugmented": [
      "generation-retrieval-augmented-knowledge"
    ],
    "liu2024-lost-middle-how-language": [
      "generation-retrieval-augmented-knowledge"
    ],
    "liu2025-costbench-evaluating-multiturn-costoptimal": [
      "generation-retrieval-augmented-knowledge"
    ],
    "loo2025-mobilerag-enhancing-mobile-agent": [
      "generation-retrieval-augmented-knowledge"
    ],
    "maharana2024-evaluating-very-longterm-conversational": [
      "generation-retrieval-augmented-knowledge"
    ],
    "muludi2024-retrievalaugmented-generation-approach-document": [
      "generation-retrieval-augmented-knowledge"
    ],
    "ni2025-tprag-benchmarking-retrievalaugmented-large": [
      "generation-retrieval-augmented-knowledge"
    ],
    "sawarkar2024-blended-rag-improving-rag": [
      "generation-retrieval-augmented-knowledge"
    ],
    "shuster2021-retrieval-augmentation-reduces-hallucination": [
      "generation-retrieval-augmented-knowledge"
    ],
    "sun2025-dynamicrag-leveraging-outputs-large": [
      "generation-retrieval-augmented-knowledge"
    ],
    "swacha2025-retrievalaugmented-generation-rag-chatbots": [
      "generation-retrieval-augmented-knowledge"
    ],
    "tozuka2024-application-notebooklm-large-language": [
      "generation-retrieval-augmented-knowledge"
    ],
    "wang2025-retrievalaugmented-generation-conflicting-evidence": [
      "generation-retrieval-augmented-knowledge"
    ],
    "xu2024-nanjing-yunjin-intelligent-questionanswering": [
      "generation-retrieval-augmented-knowledge"
    ],
    "yang2025-dual-retrieving-ranking-medical": [
      "generation-retrieval-augmented-knowledge"
    ],
    "yu2022-retrievalaugmented-generation-across-heterogeneous": [
      "generation-retrieval-augmented-knowledge"
    ],
    "zeng2024-good-bad-exploring-privacy": [
      "generation-retrieval-augmented-knowledge"
    ],
    "zhang2024-agent-security-bench-asb": [
      "generation-retrieval-augmented-knowledge"
    ],
    "zhang2025-rag-llms-not-safer": [
      "generation-retrieval-augmented-knowledge"
    ],
    "zhao2025-medrag-enhancing-retrievalaugmented-generation": [
      "generation-retrieval-augmented-knowledge"
    ],
    "benzion2025-inducing-state-anxiety-in-llm-agents-reproduces-human-like-biases-in-consumer-decision-making": [
      "multi-agent-review-agents"
    ],
    "boelaert2025-validation-central-challenge-generative": [
      "multi-agent-review-agents"
    ],
    "cen2025-sqlfixagent-towards-semanticaccurate-texttosql": [
      "multi-agent-review-agents"
    ],
    "chen2023-agentverse-facilitating-multiagent-collaboration": [
      "multi-agent-review-agents"
    ],
    "chen2024-llm-scorer-impact-output": [
      "multi-agent-review-agents"
    ],
    "chu2025-llm-based-multi-agent-system-for-simulating-and-analyzing-marketing-and-consumer-behavior": [
      "multi-agent-review-agents"
    ],
    "corazzini2025-decision-and-gender-biases-in-large-language-models": [
      "multi-agent-review-agents"
    ],
    "gong2023-mindagent-emergent-gaming-interaction": [
      "multi-agent-review-agents"
    ],
    "guo2024-large-language-model-based": [
      "multi-agent-review-agents"
    ],
    "hassell2025-learning-supervision-semantic-episodic": [
      "multi-agent-review-agents"
    ],
    "hatalis2025-review-casebased-reasoning-llm": [
      "multi-agent-review-agents"
    ],
    "he2025-llmbased-multiagent-systems-software": [
      "multi-agent-review-agents"
    ],
    "hong2025-enhancing-memory-retrieval-generative": [
      "multi-agent-review-agents"
    ],
    "hou2025-can-a-society-of-generative-agents-simulate-human-behavior-and-inform-public-health-policy": [
      "multi-agent-review-agents"
    ],
    "kagaya2024-rap-retrievalaugmented-planning-contextual": [
      "multi-agent-review-agents"
    ],
    "ke2025-retrieval-augmented-generation-10": [
      "multi-agent-review-agents"
    ],
    "larooij2025-do-large-language-models": [
      "multi-agent-review-agents"
    ],
    "li2024-survey-llmbased-multiagent-systems": [
      "multi-agent-review-agents"
    ],
    "liu2024-llm-conversational-agent-memory": [
      "multi-agent-review-agents"
    ],
    "liu2025-hmrag-hierarchical-multiagent-multimodal": [
      "multi-agent-review-agents"
    ],
    "liu2025-improving-large-language-model": [
      "multi-agent-review-agents"
    ],
    "ruiyu2024-evaluation-integration-retrievalaugmented-generation": [
      "multi-agent-review-agents"
    ],
    "sumers2023-cognitive-architectures-language-agents-1": [
      "multi-agent-review-agents"
    ],
    "sun2024-llmbased-multiagent-reinforcement-learning": [
      "multi-agent-review-agents"
    ],
    "tziafas2024-lifelong-robot-library-learning": [
      "multi-agent-review-agents"
    ],
    "wang2024-survey-large-language-model": [
      "multi-agent-review-agents"
    ],
    "xu2024-genaipowered-multiagent-paradigm-smart": [
      "multi-agent-review-agents"
    ],
    "xu2025-opentheatre-opensource-toolkit-llmbased": [
      "multi-agent-review-agents"
    ],
    "yan2024-depending-yourself-when-you": [
      "multi-agent-review-agents"
    ],
    "zahedifar2025-llmagentcontroller-universal-multiagent-large": [
      "multi-agent-review-agents"
    ],
    "zhang2023-controlling-large-language-modelbased": [
      "multi-agent-review-agents"
    ],
    "zhang2024-focus-agent-llmpowered-virtual": [
      "multi-agent-review-agents"
    ],
    "zhang2024-proagent-building-proactive-cooperative": [
      "multi-agent-review-agents"
    ],
    "balog2025-rankers-judges-assistants-towards": [
      "language-large-disaster"
    ],
    "bandi2023-power-generative-ai-review": [
      "language-large-disaster"
    ],
    "chang2025-sagallm-context-management-validation": [
      "language-large-disaster"
    ],
    "chen2024-when-large-language-models": [
      "language-large-disaster"
    ],
    "chiang2024-llamp-large-language-model": [
      "language-large-disaster"
    ],
    "colverd2023-floodbrain-flood-disaster-reporting": [
      "language-large-disaster"
    ],
    "dai2024-bias-unfairness-information-retrieval": [
      "language-large-disaster"
    ],
    "freire2024-knowledge-sharing-manufacturing-using": [
      "language-large-disaster"
    ],
    "gho2025-competition-coordination-market-making": [
      "language-large-disaster"
    ],
    "hicks2024-chatgpt-bullshit": [
      "language-large-disaster"
    ],
    "huang2025-psychometric-framework-evaluating-shaping": [
      "language-large-disaster"
    ],
    "huang2025-survey-hallucination-large-language": [
      "language-large-disaster"
    ],
    "liu2025-aligning-llm-agents-with-human-learning-and-adjustment-behavior": [
      "language-large-disaster"
    ],
    "low2025-answering-realworld-clinical-questions": [
      "language-large-disaster"
    ],
    "madaan2023-selfrefine-iterative-refinement-selffeedback": [
      "language-large-disaster"
    ],
    "nassiri2024-recent-advances-large-language": [
      "language-large-disaster"
    ],
    "pandey2025-openfoamgpt-retrievalaugmented-large-language": [
      "language-large-disaster"
    ],
    "perez2022-discovering-language-model-behaviors": [
      "language-large-disaster"
    ],
    "raj2025-ai-generative-ai-transforming": [
      "language-large-disaster"
    ],
    "ren2024-retrievalaugmented-generation-mobile-edge": [
      "language-large-disaster"
    ],
    "sharma2024-towards-understanding-sycophancy-language": [
      "language-large-disaster"
    ],
    "sun2023-unleashing-potential-large-language": [
      "language-large-disaster"
    ],
    "teoh2024-exploring-generative-ai-yolobased": [
      "language-large-disaster"
    ],
    "treder2024-introduction-large-language-models": [
      "language-large-disaster"
    ],
    "wei2022-emergent-abilities-large-language": [
      "language-large-disaster"
    ],
    "zhang2025-sirens-song-ai-ocean": [
      "language-large-disaster"
    ],
    "zhu2024-flood-knowledgeconstrained-large-language": [
      "language-large-disaster"
    ],
    "zou2025-el-agente-autonomous-agent": [
      "language-large-disaster"
    ],
    "alonso2024-toward-conversational-agents-context": [
      "memory-agents-long-term"
    ],
    "chhikara2025-mem0-building-productionready-ai": [
      "memory-agents-long-term"
    ],
    "fan2025-if-llm-were-character": [
      "memory-agents-long-term"
    ],
    "gao2024-memory-sharing-large-language": [
      "memory-agents-long-term"
    ],
    "geng2025-insuragent-large-language-modelempowered": [
      "memory-agents-long-term"
    ],
    "guo2023-empowering-working-memory-large": [
      "memory-agents-long-term"
    ],
    "hosain2025-xolver-multiagent-reasoning-holistic": [
      "memory-agents-long-term"
    ],
    "hu2024-survey-large-language-modelbased": [
      "memory-agents-long-term"
    ],
    "hu2025-evaluating-memory-llm-agents": [
      "memory-agents-long-term"
    ],
    "jain2025-augustus-llmdriven-multimodal-agent": [
      "memory-agents-long-term"
    ],
    "johnson2017-billionscale-similarity-search-gpus": [
      "memory-agents-long-term"
    ],
    "li2024-hello-again-llmpowered-personalized": [
      "memory-agents-long-term"
    ],
    "li2025-large-language-models-multirobot": [
      "memory-agents-long-term"
    ],
    "li2025-memos-operating-system-memoryaugmented": [
      "memory-agents-long-term"
    ],
    "liu2023-thinkinmemory-recalling-postthinking-enable": [
      "memory-agents-long-term"
    ],
    "rasmussen2025-zep-temporal-knowledge-graph": [
      "memory-agents-long-term"
    ],
    "sapkota2025-ai-agents-vs-agentic": [
      "memory-agents-long-term"
    ],
    "shang2024-ainative-memory-pathway-llms": [
      "memory-agents-long-term"
    ],
    "shi2025-look-back-reason-forward": [
      "memory-agents-long-term"
    ],
    "volum2022-craft-iron-sword-dynamically": [
      "memory-agents-long-term"
    ],
    "wang2025-adaptjobrec-enhancing-conversational-career": [
      "memory-agents-long-term"
    ],
    "wang2025-mirix-multiagent-memory-system": [
      "memory-agents-long-term"
    ],
    "westhäußer2025-enabling-personalized-longterm-interactions": [
      "memory-agents-long-term"
    ],
    "xu2025-amem-agentic-memory-llm-1": [
      "memory-agents-long-term"
    ],
    "yang2025-efficientnav-towards-ondevice-objectgoal": [
      "memory-agents-long-term"
    ],
    "zhang2025-memgen-weaving-generative-latent": [
      "memory-agents-long-term"
    ]
  }
}
```

3. Apply it: `research-hub topic assign apply --cluster llm-agents-social-cognitive-simulation --assignments assignments.json`
4. Build subtopic notes: `research-hub topic build --cluster llm-agents-social-cognitive-simulation`
5. Regenerate dashboard: `research-hub dashboard`