CLARA (Collaboration Literacy through Artifact Reasoning and Augmentation)

Product or Programme · All products and programmes
Evidence · 3 claims (3 for) · 1 study (1 design), q2 · 0 of 1 report an effect size · 3 claims rest on one study

Description

CLARA is an agentic analytics system developed by Dawei Xie and colleagues that transcribes discussions, generates and indexes collaboration artifacts, and provides artifact-grounded analyses for learners and educators.

Components

• CLARA agentic analytics system: CLARA (Collaboration Literacy through Artifact Reasoning and Augmentation) is an agentic analytics system that transcribes discussions in real time, computes psycholinguistic metrics, and uses GPT-4.1 to generate concept maps and 7C collaboration assessments from transcripts. Artifacts are embedded with text-embedding-3-large and indexed into distinct ChromaDB collections, and a ReAct agent built with LangGraph and GPT-4.1-mini iteratively calls six tools (including search_sessions, get_concept_map, get_assessment, get_speaker_profile) to synthesize responses traceable to stored artifacts. Users can explore artifacts on a dashboard and constrain which artifact types the agent may consult. (Dawei Xie et al. (2026))

Claims

• LLM-generated 7C collaboration assessment scores fall within the range of human expert variability across ten discussions [+M]
• Artifact-grounded agent responses are rated significantly higher than transcript-only responses on groundedness, analytical depth, helpfulness, relevance, and overall quality [+M]
• Indexing LLM-generated artifacts nearly doubles retrieval recall on analytical queries compared with transcript-only retrieval, while direct queries perform comparably across configurations [+M]

Related Products and Programmes

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Key Sources

• Dawei Xie, Khalil Anderson, Tochukwu Eze, Chenghong Lin, Bookyung Shin, and Marcelo Worsley. (2026). CLARA: An AI-Augmented Analytics Dashboard for Collaboration Literacy. https://arxiv.org/abs/2605.17259

Page metadata

Field	Value
type	product
id	clara-collaboration-literacy-through-artifact-reasoning-and-augmentation
title	CLARA (Collaboration Literacy through Artifact Reasoning and Augmentation)
description	CLARA is an agentic analytics system developed by Dawei Xie and colleagues that transcribes discussions, generates and indexes collaboration artifacts, and provides artifact-grounded analyses for learners and educators.
status	review
product_kind	software
generated	by process:settle-candidates on 2026-10-10
trust	unverified — no one has confirmed this page's content

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