{"schema_version":"onlylabs.public_signal.v1","title":"Snowflake (Arctic) Model: Snowflake/e5-base-arctic-finetune","description":"Snowflake (Arctic) model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/b5f212c8-de4f-4406-8a0a-878c6097356c","json_url":"https://onlylabs.fyi/signals/b5f212c8-de4f-4406-8a0a-878c6097356c/signal.json","generated_at":"2026-06-11T02:50:45.019893+00:00","org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/snowflake","dossier_json_url":"https://onlylabs.fyi/labs/snowflake/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/b5f212c8-de4f-4406-8a0a-878c6097356c","signal_json":"https://onlylabs.fyi/signals/b5f212c8-de4f-4406-8a0a-878c6097356c/signal.json","source":"https://huggingface.co/Snowflake/e5-base-arctic-finetune","lab_dossier":"https://onlylabs.fyi/labs/snowflake","lab_dossier_json":"https://onlylabs.fyi/labs/snowflake/dossier.json","analysis":"https://onlylabs.fyi/analysis/snowflake","analysis_json":"https://onlylabs.fyi/analysis/snowflake/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/snowflake/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Snowflake (Arctic) published Snowflake/e5-base-arctic-finetune. 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In the walkthrough, we fine-tune the [`e5-base-unsupervised`](https://huggingface.co/intfloat/e5-base-unsupervised) using an improved dataset that leverages modern hard-negative mining practices and includes three more high-quality retrieval datasets than the original E5 finetuning pipeline. | Model | BEIR Score (nDCG@10) | CLEF English (nDCG@10) | |:--------------------|-----------------------:|-------------------------:| | e5-base-v2 | 50.19 | 45.38 | | arctic-e5-base | 54.70 | 52.77 | | gte-base-en-v1.5 | 54.02 | 47.91 | | arctic-embed-m-v1.0 | 54.89 | 47.62 | | arctic-embed-m-v2.0 | 55.38 | 54.06 | **NOTE: This model was trained as an example and heavily leverages in-domain..."},"evidence_pages":[{"url":"https://huggingface.co/Snowflake/e5-base-arctic-finetune/raw/main/README.md","final_url":"https://huggingface.co/Snowflake/e5-base-arctic-finetune/raw/main/README.md","title":"Snowflake/e5-base-arctic-finetune model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:45.019893+00:00","bytes":4878,"raw_path":"6ead4ab6eed034ec06f3fb53a892ab7f8cd08a781e87d6248dbf8047c3ebf92c.md","content_hash":"bb7cc176931d9786bbe55c80b52b36628db4725b3adea42011750cfeefbac28a","excerpt_chars":1200,"truncated":true,"excerpt":"--- pipeline_tag: sentence-similarity tags: - sentence-transformers - feature-extraction - sentence-similarity - arctic license: cc-by-nc-4.0 --- E5 Base, Arctic Edition This model is the result of the Arctic Embed [walkthrough example](https://github.com/snowflakedb/ArcticTraining/blob/main/projects/arctic_embed/examples/finetune_models/README.md) for training embedding models using the [open-source Arctic Embed codebase](https://github.com/snowflakedb/ArcticTraining/blob/main/projects/arctic_embed/). 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