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deberta-v3-base-nli-fever-pietrolesci – AI Model by fabiocigaina | AlphaNeural AI
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deberta-v3-base-nli-fever-pietrolesci
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safetensors
deberta-v2
text-classification
pietrolesci/nli_fever
microsoft/deberta-v3-base
finetune
mit
us
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DeBERTa-v3-base NLI (FEVER-style)
This model is a
Natural Language Inference (NLI)
classifier fine-tuned on a FEVER-style dataset. Given a
claim
and an
evidence sentence
, the model predicts whether the evidence
entails
, is
neutral
to, or
contradicts
the claim.
Links
Demo
:
https://huggingface.co/spaces/fabiocigaina/nli-fever-demo
Code
:
https://github.com/FabioCigaina/FEVER-Claim-Verification
Task
Type
: Text Classification (Natural Language Inference)
Input
: (claim, evidence)
Output labels
:
0
: entailment
1
: neutral
2
: contradiction
Base Model
microsoft/deberta-v3-base
Dataset
pietrolesci/nli_fever
Preprocessing:
Removed samples with empty
evidence
fields
Training
Epochs: up to 10
Early stopping:
Metric:
F1 macro
Best checkpoint reached after
5 effective epochs
Evaluation Metrics
Metric
Score
Accuracy
0.76
F1 (macro)
0.75
