metadata
license: apache-2.0
language:
- en
tags:
- text-classification
- modernbert
- dissatisfaction-explanation
- dialogue
- conversational-ai
datasets:
- microsoft/MIMICS
- dstc8-schema-guided-dialogue
base_model: answerdotai/ModernBERT-base
metrics:
- accuracy
- f1
pipeline_tag: text-classification
ModernBERT DISSAT Explainer (3-Class)
A fine-tuned ModernBERT model that explains why a user is dissatisfied, classifying into three categories: NEED_CLARIFICATION, WRONG_ANSWER, or WANT_DIFFERENT.
Model Description
This is Stage 2 of a hierarchical dissatisfaction detection pipeline. After Stage 1 identifies a user as dissatisfied (DISSAT), this model explains the reason.
Label Definitions
| Label | Description | Example |
|---|---|---|
| NEED_CLARIFICATION | Query is ambiguous, needs refinement | System shows options to refine search |
| WRONG_ANSWER | System response is incorrect | "No, I said 2 people not 3" |
| WANT_DIFFERENT | User wants alternative options | "What else do you have?" |
License
Apache 2.0