# Automatic Analysis of Collaboration Through Human Conversational Data Resources: A Review

arXiv: https://arxiv.org/abs/2603.19292 · HTML: https://mlsanity.com/paper/2603.19292/

## Key facts

- No citing papers in the map yet (data through 14 Oct 2026).
- Builds on 10 of its 88 references that are in the map.
- First posted on arXiv 10 Mar 2026.

## Builds on (most cited first, 10 of 10)

- [BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding](https://mlsanity.com/paper/1810.04805/) (2018)
- [RoBERTa: A Robustly Optimized BERT Pretraining Approach](https://mlsanity.com/paper/1907.11692/) (2019)
- [DeBERTa: Decoding-enhanced BERT with Disentangled Attention](https://mlsanity.com/paper/2006.03654/) (2020)
- [Exploring Collaboration Mechanisms for LLM Agents: A Social Psychology View](https://mlsanity.com/paper/2310.02124/) (2023)
- [Evaluating LLM-based Agents for Multi-Turn Conversations: A Survey](https://mlsanity.com/paper/2503.22458/) (2025)
- [The PhotoBook Dataset: Building Common Ground through Visually-Grounded Dialogue](https://mlsanity.com/paper/1906.01530/) (2019)
- [The Discussion Tracker Corpus of Collaborative Argumentation](https://mlsanity.com/paper/2005.11344/) (2020)
- [Analyzing Team Performance with Embeddings from Multiparty Dialogues](https://mlsanity.com/paper/2101.09421/) (2021)
- [Perceived personality state estimation in dyadic and small group interaction with deep learning methods](https://mlsanity.com/paper/2211.04979/) (2022)
- [Improving the Generalizability of Collaborative Dialogue Analysis with Multi-Feature Embeddings](https://mlsanity.com/paper/2302.04716/) (2023)

## Abstract (arXiv)

Collaboration is a task-oriented, high-level human behavior. In most cases, conversation serves as the primary medium for information exchange and coordination, making conversational data a valuable resource for the automatic analysis of collaborative processes. In this paper, we focus on verbal aspects of collaboration and conduct a review of collaboration analysis using task-oriented conversation resources, encompassing related theories, coding schemes, tasks, and modeling approaches. We aim to address the question of how to utilize task-oriented human-human conversational data for collaboration analysis. We hope our review will serve as a practical resource and illuminate unexplored areas for future collaboration analysis.