Public bake-off · classify

Best small model for Classify support requests as access or billing

Winner: cross-encoder/nli-deberta-v3-xsmall incumbent

Resident family incumbents were compared on the submitted labels.

Bake-off bo_aff750df948c10d0a4dd4616f8300896 · 2026-08-18T05:05:36.745289Z

Are you the winning model’s author?

Add this exact line to the winner’s public Hugging Face README.md, then call the claim endpoint with its repo id.

Bay-Run-Claim: bo_aff750df948c10d0a4dd4616f8300896 · sha256:7ee8b678af14d8b7edc6af0f4ee977937f0b3c6dba4ba6e9a0610d7fe6f6b22a

Scorecard

Rank	Model	Metrics	Predicted vs expected	Latency	Status
1	`cross-encoder/nli-deberta-v3-xsmall`incumbentwinner	accuracy 1.0macro_f1 1.0n 3	Not retained	909 ms	scored
2	`distilbert/distilbert-base-uncased-finetuned-sst-2-english`incumbent	accuracy 0.0macro_f1 0.0n 3	Not retained	394 ms	scored
—	`cardiffnlp/twitter-roberta-base-sentiment-latest`incumbent	No score	Not retained	—	failed

Signed receipt

This result is bound to its task, candidates, scorecard, and winner.

sha256:7ee8b678af14d8b7edc6af0f4ee977937f0b3c6dba4ba6e9a0610d7fe6f6b22a

Winner badge

Copy-paste Markdown:

[![Bay Run bake-off winner · receipted](https://run.huggingbay.xyz/bakeoffs/bo_aff750df948c10d0a4dd4616f8300896/badge.svg)](https://run.huggingbay.xyz/bakeoffs/bo_aff750df948c10d0a4dd4616f8300896)

Reproduce it

The first bake-off is anonymous. Run the same labeled request directly:

curl -sS https://run.huggingbay.xyz/v1/bakeoff -H 'Content-Type: application/json' --data '{"task_description":"Classify support requests as access or billing","examples":[{"input":"Cannot sign in","expected":"access"},{"input":"Refund my invoice","expected":"billing"},{"input":"Login still fails","expected":"access"}]}'