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| Title | Date | social_interaction_types | number_of_agents | social_interaction_environments | modeling_techniques | human_involvement | evaluation_protocol | | ||
|:---------------------------------------------------------------------------------------------------------------------|:-----------|:---------------------------|:---------------------------|:----------------------------------|:----------------------|:-------------------------|:--------------------------| | ||
| [Communicative Agents for Software Development](https://arxiv.org/abs/2307.07924) | July, 2023 | 1.1 Pure collaboration | 2.2 More than three agents | 3.1 Closed simulation | 5.1 Prompting | 6.1 No human involvement | 7.1 Rule-based evaluation | | ||
| [Socially intelligent machines that learn from humans and help humans learn](https://doi.org/10.1098/rsta.2022.0048) | 2023 | Irrelevant | Irrelevant | Irrelevant | Irrelevant | Irrelevant | Irrelevant | | ||
| Title | Date | environment | agents | evaluation | other | | ||
|:-------------------------------------------------------------------------------------------------------------------------|:--------------|:----------------------------------|:----------------------------------|:-----------------------------------------|:---------------------| | ||
| [Communicative Agents for Software Development](https://arxiv.org/abs/2307.07924) | July, 2023 | Collaboration, Embodied AI | Prompting, More than three agents | Rule-based evaluation | No human involvement | | ||
| [SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agents](https://openreview.net/forum?id=mM7VurbA4r) | October, 2024 | Mixed Objectives, Text and Speech | Prompting, Two agents | Model-based evaluation, Human evaluation | Human-in-loop | |
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# Taxonomy | ||
## 1 Social interaction types | ||
## 1 Environment | ||
*The objectives of different agents* | ||
### 1.1 Pure collaboration | ||
### Social interaction types | ||
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#### Collaboration | ||
*The objectives are shared among agents* | ||
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### 1.2 Pure Competition | ||
#### Pure Competition | ||
*The objectives are zero-sum* | ||
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### 1.3 Mixed Objectives | ||
#### Mixed Objectives | ||
*Agents’ have different goals, but they are not zero-sum* | ||
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### 1.4 Implicit Objectives | ||
#### Implicit Objectives | ||
*Goals are not expressed explicitly* | ||
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## 2 Number of agents | ||
### 2.1 Two agents | ||
### 2.2 More than three agents | ||
### 2.3 Multiple teams of agents | ||
### Domains | ||
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#### Text and Speech | ||
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#### Embodied AI | ||
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## 3 Social interaction environments | ||
### 3.1 Closed simulation | ||
#### Virtual Environments | ||
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#### Robotics | ||
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### Simulation Types | ||
### Closed simulation | ||
*A fixed hand-crafted world* | ||
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### 3.2 Open simulation | ||
### Open simulation | ||
*Procedurally expanded or naturally large env* | ||
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### 3.3 Real physical world | ||
### Real physical world | ||
* Indoor scenes | ||
* Outdoor scenes | ||
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## 5 Modeling Techniques | ||
### 5.1 Prompting | ||
### 5.2 In-context learning | ||
### 5.3 Fine-tuning | ||
### 5.4 Reinforcement learning | ||
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## 6 Human involvement | ||
### 6.1 No human involvement | ||
### 6.2 Simulated humans | ||
### 6.3 Human-in-loop | ||
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## 7 Evaluation Protocol | ||
### 7.1 Rule-based evaluation | ||
### 7.2 Human evaluation | ||
### 7.3 Model-based evaluation | ||
## 2 Agents | ||
*The types of agents involved in the simulation* | ||
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### Modeling | ||
*The techniques used to model the agents* | ||
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#### Prompting | ||
*The agents are given explicit instructions* | ||
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#### In-context learning | ||
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#### Fine-tuning | ||
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#### Reinforcement Learning | ||
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### Number of agents | ||
#### Two agents | ||
#### More than three agents | ||
#### Multiple teams of agents | ||
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### Other features | ||
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#### Memory module | ||
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## 3 Evaluation | ||
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#### Only qualitative evaluation | ||
*You should definitely add this tag if a work is only based on qualitative evaluation* | ||
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#### Rule-based evaluation | ||
*The evaluation is based on a set of rules* | ||
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#### Human evaluation | ||
*Quantitative evaluation based on human judgment* | ||
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#### Model-based evaluation | ||
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## 4 Other | ||
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### Human involvement | ||
#### No human involvement | ||
#### Simulated humans | ||
#### Human-in-loop | ||
*You should definitely add this tag if a work involves human-in-the-loop* | ||
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### Applications | ||
#### Health | ||
#### Education | ||
#### Training | ||
#### Entertainment | ||
#### Policy | ||
#### Inter personal communication | ||
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