snowflake-arctic-embed-m

109M parameters, text in, embeddings out, 512 tokens of context. 1 provider serves it.

Verified 2026-10-25 Rank #61 in Embeddings · score 86.2 method v1 Sources 3 Downloads 30d 375.7k · #189 of 619 tracked

Can I run it?0.1GB at INT4Estimatefits a 16 GB cardmethod

Can I use it?Apache 2.0Permissive; patent grantlicence file2026-10-24

Does it work?61.09on MTEB#28 of 64 measuredleaderboard2026-10-24

Do people use it?375.7kdownloads, 30 days#189 of 619 we track · top 31%+0 likes, downloads −3% this week167 likesHugging Face2026-10-24

Worth reading

Picked by rule from 32 tracked pieces: the lab's own post, the most shared, a field report, the latest.

Most discussed · 517 HN pts

Snowflake macro photography (2013)

chaoticmind75.blogspot.com 2017-09-20 517 HN pts · 67 comments 67 words about the snowflake family family

Latest · 2 months ago

AI-Generated GitHub Copilot “Autofix” Allowed Compromise of Snowflake's Jira

Wiz Red Agent discovered and exploited a script injection vulnerability in Snowflake's GitHub Actions workflow that GitHub Advanced Security missed.

Copilot Autofix contributed a separate fix to jira_close.yml within the same PR that contained the critical vulnerability.
The merged PR removed the repository's existing safe env: and jq pattern and replaced it with direct string interpolation.

wiz.io 2026-08-17 424 HN pts · 157 comments 1.1k words about the snowflake family family

25 best of 32 tracked

The 2 picks above, plus these 23. Top is the radar's score: discussion, source authority and the lab's own posts, fading with age.

ArticleSnowflake AI Escapes Sandbox and Executes Malwarepromptarmor.com · 2026-03-18 · 269 HN pts
ArticleNeeva acquired by Snowflakesnowflake.com · 2023-05-24 · 166 HN pts · official
ArticleWhy is Snowflake so expensiveblog.devgenius.io · 2022-08-22 · 364 HN pts
ArticleHacker in Snowflake extortions may be a U.S. soldierkrebsonsecurity.com · 2024-11-27 · 350 HN pts
ArticleSnowflake Arctic Instruct (128x3B MoE), largest open source modelreplicate.com · 2024-04-24 · 315 HN pts
CodeShow HN: ScratchDB – Open-Source Snowflake on ClickHousegithub.com · 2023-10-27 · 261 HN pts
ArticleBear plus snowflake equals polar bearandysalerno.com · 2021-06-16 · 384 HN pts
ArticleUS consumer spending dashboard built on data from 50M+ cards now on Snowflakeapp.snowflake.com · 2023-11-01 · 120 HN pts · official
ArticleProject Snowflake: Non-blocking safe manual memory management in .NETmicrosoft.com · 2017-07-27
ArticleWhy is Snowflake so Valuable?freshpaint.io · 2020-09-30
ArticleDatabricks response to Snowflake's accusation of lacking integritydatabricks.com · 2021-11-15
ArticleMost companies do not need Snowflake or Databrickskjhealey.medium.com · 2023-08-21
ArticleSnowflakesnowflake.torproject.org · 2021-12-21
ArticleSnowflake S-1sec.gov · 2020-08-24
ArticleShow HN: Super Snowflake Makersupersnowflakemaker.com · 2024-12-23
ArticleSnowflake to buy Crunchy Data for $250Mwsj.com · 2025-06-02
ArticleShow HN: A benchmark for analytical databases (Snowflake, Druid, Redshift)benchmark.clickhouse.com · 2022-07-13
ArticleRedshift vs. BigQuery vs. Snowflake benchmarkblog.fivetran.com · 2017-10-09
DiscussionDo not sign a contract with Snowflakenews.ycombinator.com · 2020-12-02
ArticleBuilding a personal data warehouse in Snowflake for fun and no profitthomasdziedzic0.com · 2021-01-31
ArticleHow to write a novel using the snowflake method (2013)advancedfictionwriting.com · 2024-02-03
ArticleSnowflake acquires Streamlit for $800M to help customers build data-based appstechcrunch.com · 2022-03-02
DiscussionTwitter Announces "Snowflake" for Unique Tweet IDsengineering.twitter.com · 2010-06-02

Show all 23

Where to run it

Live hosted endpoints, cheapest first, USD per million tokens. Ties break on output price, then provider name.

#	Cheapest live row	In /1M	Out /1M	Context	Quant	Seen
1	HF Inference	—	—	—	—	Oct 25

All 1 provider →

Where it's used

Hugging Face does not say who downloads a model or with what. These are the proxies: API providers listing it, quantized builds, fine-tunes/adapters/merges, and Spaces that load it.

Served by 1 API provider; 5 quantized builds for local use; a big base for builders (53 fine-tunes, adapters and merges).

As a service1HF Inference
On own hardware5quantized builds
Built on5353 fine-tunes · 0 adapters · 0 merges
In apps49Hugging Face Spaces

Top Spaces running it: HuggingFaceFW/blogpost-fineweb-v1 ♥ 1,455 · nsarrazin/rag-tool-template ♥ 10 · huggingchat/document-parser-rag ♥ 8 · Ki-Seki/blogpost-fineweb-v1 ♥ 7

Will it fit?

Weights only, an estimate: leave room for the KV cache. Method

Fits a 16 GB card at INT4

About 0.1 GB at INT4, 0.1 GB at FP8, 0.3 GB at BF16: weights only, so leave room for the KV cache.

Estimate params × bytes per param × 1.2 · how we estimate

How it scores

Third-party measurements only; author-reported numbers stay in Reference, marked as such.

#28 of 64 on MTEB so far

61.09. Each tick is a model on this site with a measured MTEB row; author-reported numbers stay in Reference. Mean(task) x100 over 41 tasks. 41 tasks, split=test

Source · leaderboard · 2026-10-24

The story so far

Weights, every dated article, and repo commits on one rail.

Most coverage came in the first two weeks

Teal is the weights (2024-04-11), amber triangles are 10 dated articles (each links to it), grey ticks are repo commits.

What people built on it

58 derivatives on the Hub. Which build to run, by runtime: the most downloaded in each class.

58 derivatives on the Hub, most of them fine-tunes

From the Hugging Face model tree; quantized builds in teal, fine-tunes, merges and adapters in greys.

GGUF mradermacher/snowflake-arctic-embed-m-i1-GGUF for llama.cpp, Ollama, LM Studio 4.8k downloads

All variants →

Reference

Everything else, folded: the full tables, every source.

Benchmarks

4 rows

Benchmarks 4 rows

measured third-party leaderboard row (3)author-reported number from the model card or eval files (1)No confidence intervals unless the source gave them; settings differ between rows, so compare within a benchmark, not across. Date = the benchmark's own date when it gives one, else when we read it.

Benchmark	Value	Setting / notes	Reported by	Date
measured MTEB · Embed text for search	57.53 nDCG@10 x100 (mean of 10 tasks)	10 tasks, split=test	leaderboard	2026-10-24
measured MTEB · Embed text for search	61.09 mean(task) x100 over 41 tasks	41 tasks, split=test	leaderboard	2026-10-24
measured MTEB Reranking · Rerank search results	44.85 MAP x100 (mean of 2 tasks)	2 tasks, split=test	leaderboard	2026-10-24
author-reported MTEB · Embed text for search	54.9	snowflake-arctic-embed-m	model author	2026-10-07

Use-case evidence

2 use cases

What it is good at 2 use cases

Labels are evidence, not verdicts: measured a third-party leaderboard row for this model; author-reported a number the model author published in the card or eval files; structural a deterministic signal from the name, config or chat template, or a decision-model estimate. Each chip links to its source. All use cases.

Facts

21 fields

Listed in Embeddings

Facts

snowflake-arctic-embed-m has 109M parameters. (safetensors metadata, observed 2026-10-24)
Context length is 512 tokens (512). (config.json max_position_embeddings, observed 2026-10-24)
License: Apache 2.0 (friction: none). Permissive; patent grant. (license file, observed 2026-10-24)
Created 2024-04-11, last modified 2024-12-13. (HF API, observed 2026-10-24)

Pipeline tag	sentence-similarity
Library	sentence-transformers
Architectures	BertModel
Model type	bert
Dtype	float32
Params by dtype	F32: 108,891,648
Size band	S
MoE	no
Context length	512 (config.json max_position_embeddings)
Papers	arXiv:2407.18887, arXiv:2405.05374
License	Apache 2.0 (apache-2.0)
Hub snapshot	2026-10-25

Servability

vLLM · SGLang

Servability

vLLM: supported · BertModel · 7050ef881ff0835f6890a47db1859a24c65481d6SGLang: supported · BertModel · 773cb938fe9484a8f7e7e46fb1b1fe96412c59ed

vLLM registry (7050ef881ff0835f6890a47db1859a24c65481d6) · SGLang registry (773cb938fe9484a8f7e7e46fb1b1fe96412c59ed) · Matched by architecture class name against each project's registry on main; 'supported' means the architecture is registered, not that this checkpoint was tested.

Hardware fit

3 estimates

Hardware fit ESTIMATE

Weights-only memory for snowflake-arctic-embed-m: params × bytes/param × 1.2 overhead. KV cache and activations are extra. How this is computed.

BF16 (2 bytes/param)	0.3 GB · Edge (<4 GB)
FP8 (1 byte/param)	0.1 GB · Edge (<4 GB)
INT4 (0.5 bytes/param)	0.1 GB · Edge (<4 GB)

Weights only (params × bytes/param × 1.2 overhead); KV cache and activations extra.

All variants

40 variants

Lineage

Original model Family: Snowflake/snowflake 58 derivatives on the Hub

quantized: 5finetune: 53

Top variants (40 shown, ranked by downloads)

Variant	Relation	Quant	Params	Band	License	Author	Likes	Downloads
mlc-ai/snowflake-arctic-embed-m-q0f32-MLC	quantized	—	—	—	—	mlc-ai	2	15.2k
HuggingFaceTB/python-edu-scorer	finetune	—	109M	S	apache-2.0	HuggingFaceTB	31	3.7k
mradermacher/snowflake-arctic-embed-m-i1-GGUF	quantized	GGUF	—	—	apache-2.0	mradermacher	1	4.8k
mradermacher/snowflake-arctic-embed-m-GGUF	quantized	GGUF	—	—	apache-2.0	mradermacher	1	2.2k
Torekhan/sentence_similarity_model	finetune	—	109M	S	—	Torekhan	0	1.3k
cstr/snowflake-arctic-embed-m-GGUF	quantized	GGUF	—	—	apache-2.0	cstr	0	1k
zenml/finetuned-snowflake-arctic-embed-m	finetune	—	109M	S	apache-2.0	zenml	1	584
khoj-ai/timely-arctic-medium	finetune	—	109M	S	—	khoj-ai	0	593
Mr-Cool/midterm-finetuned-embedding	finetune	—	109M	S	—	Mr-Cool	0	486
Vira21/finetuned_arctic	finetune	—	109M	S	—	Vira21	0	479
ve88ifz2/snowflake-arctic-embed-m-klej-dyk-v0.1	finetune	—	109M	S	apache-2.0	ve88ifz2	0	474
bsmith3715/legal-ft-demo_final	finetune	—	109M	S	—	bsmith3715	0	454
llm-wizard/legal-ft-v0-midterm	finetune	—	109M	S	—	llm-wizard	0	425
llm-wizard/state-of-ai-embeddings	finetune	—	109M	S	—	llm-wizard	0	421
rchrdgwr/finetuned-arctic-model-2	finetune	—	109M	S	—	rchrdgwr	0	403
drewgenai/demo-compare-arctic-embed-m-ft	finetune	—	109M	S	—	drewgenai	0	390
drewgenai/finetuned_arctic_ft	finetune	—	109M	S	—	drewgenai	0	342
XicoC/midterm-finetuned-arctic	finetune	—	109M	S	—	XicoC	0	340
JoeNoss1998/Noss	finetune	—	109M	S	—	JoeNoss1998	0	332
ldldld/snowflake-arctic-embed-m-finetuned	finetune	—	109M	S	—	ldldld	0	327
northstaranlyticsma24/artic_ft_midterm	finetune	—	109M	S	—	northstaranlyticsma24	0	321
JoeNoss1998/Niss	finetune	—	109M	S	—	JoeNoss1998	0	309
Cheselle/finetuned-arctic-sentence	finetune	—	109M	S	—	Cheselle	0	305
achapman/finetuned_arctic_ai_risk	finetune	—	109M	S	—	achapman	0	301
jet-taekyo/snowflake_finetuned_recursive	finetune	—	109M	S	—	jet-taekyo	0	300
vijayarulmuthu/finetuned_arctic_ft-a85433c9-6284-4afb-8e87-e110823d565c	finetune	—	109M	S	—	vijayarulmuthu	0	289
rgtlai/ai-policy-ft	finetune	—	109M	S	—	rgtlai	0	284
bsmith3715/legal-ft-cert-challenge	finetune	—	109M	S	—	bsmith3715	0	284
niting089/finetuned_arctic	finetune	—	109M	S	—	niting089	0	282
drewgenai/midterm-compare-arctic-embed-m-ft	finetune	—	109M	S	—	drewgenai	0	281
rprav007/snowflake-arctic-embed-m-finetuned-v1	finetune	—	109M	S	—	rprav007	0	273
acpotts/finetuned_arctic	finetune	—	109M	S	—	acpotts	0	249
Mdean77/legal-ft-1	finetune	—	109M	S	—	Mdean77	0	241
ThakiCloud/SKILLRET-Edge-109M	finetune	—	109M	S	apache-2.0	ThakiCloud	0	212
vincha77/finetuned_arctic	finetune	—	109M	S	—	vincha77	0	189
rchrdgwr/finetuned-arctic-model	finetune	—	109M	S	—	rchrdgwr	0	188
HuggingFaceFW-Dev/fine-pdfs-classification-teacher-eng_Latn-Qwen_Qwen3-235B-A22B-Instruct-2507	finetune	—	109M	S	apache-2.0	HuggingFaceFW-Dev	1	127
versae/snowflake-arctic-embed-m-edu-scorer-lr3e4-bs32	finetune	—	109M	S	apache-2.0	versae	0	174
philipk22/ind312-ft-v0	finetune	—	109M	S	—	philipk22	0	173
mbudisic/snowflake-arctic-embed-m-ft-pstuts	finetune	—	109M	S	—	mbudisic	0	170

Repository changelog

30 commits

Repository changelog 30 commits

Date	Commit	SHA
2024-12-13	add scarf	fc74610
2024-12-04	Update README.md	7802add
2024-12-04	Update README.md	767e63c
2024-12-02	Update readme with infinity (#17)	cc17bea
2024-11-22	Update README.md	3730650
2024-08-20	Update README.md	e2b128b
2024-08-20	Update README.md	6cebf51
2024-07-31	Update README.md	71bc94c
2024-05-10	Update README.md	2ca412e
2024-05-10	Update README.md	3bf73a0
2024-04-18	Update README.md (#10)	2169d31
2024-04-18	Upload new ONNX weights (#9)	b88a9b1
2024-04-17	Update README.md	8d8c9ea
2024-04-17	Update README.md (#7)	4a3e961
2024-04-17	Delete onnx	0202f57
2024-04-17	Update model (previously incorrect) (#6)	5f2e92c
2024-04-16	Update sentence_bert_config.json	c926fe6
2024-04-16	Add example usage for transformers.js (#5)	a7ed5d0
2024-04-16	Upload ONNX weights (#4)	e72201b
2024-04-16	Fix incorrect hyperlink in Model Card (#3)	19cfd1d
2024-04-16	Sentence Transformers integration (#2)	ceb801b
2024-04-16	Update README.md	5a14b88
2024-04-16	Update README.md	3076ecc
2024-04-16	Update README.md	6205c72
2024-04-16	Update README.md (#1)	3d37d69
2024-04-16	Update README.md	25f813f
2024-04-16	Update README.md	d5643c7
2024-04-15	Update README.md	915c599
2024-04-15	Update README.md	b30c8a2
2024-04-15	Update README.md	19f9227

All providers

1 provider · 1 endpoint

Where to run 1 providers · 1 endpoints

Hosted endpoints observed for snowflake-arctic-embed-m, sorted by input price (USD per million tokens). Each row names its observer and date; prices change daily, so check the source before quoting.

Provider	Model ref	Context	Quant	$/M in	$/M out	tok/s	TTFT	Tools	Status	Observed
HF Inference hf	Snowflake/snowflake-arctic-embed-m	—	—	—	—	—	—	—	live	2026-10-25

Articles and coverage

32 pieces

Ranked by source signals (HN, Lobsters, authority domains, official posts) and recency. Summaries are generated from a stored copy of the article text; every sentence cites a span of that text, and nothing is shown that failed the citation check.

Official2

Neeva acquired by Snowflake

snowflake.com2023-05-24officialHN front pageabout the snowflake familyHN 166 pts · 111 comments215 words

Snowflake is acquiring Neeva, a search company founded to make search even more intelligent at scale, to integrate generative AI capabilities into the Data Cloud. The acquisition enables teams to discover precisely the right data point, data asset, or data insight through evolving conversational paradigms. Neeva leverages generative AI and other innovations to allow users to query and discover data in new ways.written, reviewed, cited

US consumer spending dashboard built on data from 50M+ cards now on Snowflake

app.snowflake.com2023-11-01officialHN front pageabout the snowflake familyHN 120 pts · 82 comments

Analysis8

AI-Generated GitHub Copilot “Autofix” Allowed Compromise of Snowflake's Jira

wiz.io2026-08-17HN front pageabout the snowflake familyHN 424 pts · 157 comments1,086 words

Wiz Red Agent discovered and exploited a script injection vulnerability in Snowflake's GitHub Actions workflow that GitHub Advanced Security missed. The flaw became live on June 18, 2026, when PR #1218 was merged, allowing an unauthenticated user to execute arbitrary commands via a specially crafted issue title. The attack exfiltrated credentials authenticated as [email protected] to snowflakecomputing.atlassian.net from a runner at Azure IP 20.106.182.197.written, reviewed, cited

Copilot Autofix contributed a separate fix to jira_close.yml within the same PR that contained the critical vulnerability.
The merged PR removed the repository's existing safe env: and jq pattern and replaced it with direct string interpolation.
The workflow's protective condition reduces to (null != 'whitesource-for-github-com[bot]'), which is always true for issues events.

Snowflake AI Escapes Sandbox and Executes Malware

promptarmor.com2026-03-18HN front pageabout the snowflake familyHN 269 pts · 82 comments1,259 words

Snowflake Cortex Code CLI suffered an attack where indirect prompt injection manipulated the agent into setting the unsandboxed execution flag, bypassing validation. This enabled remote code execution that leveraged cached credentials to exfiltrate or destroy Snowflake data. A fix was released with Cortex Code CLI version 1.0.25 on February 28th, 2026.written, reviewed, cited

Cortex fails to validate commands inside process substitution expressions, bypassing the human-in-the-loop approval system.

Why is Snowflake so expensive

blog.devgenius.io2022-08-22HN front pageabout the snowflake familyHN 364 pts · 207 comments

Hacker in Snowflake extortions may be a U.S. soldier

krebsonsecurity.com2024-11-27HN front pageabout the snowflake familyHN 350 pts · 194 comments2,265 words

Investigators suspect the hacker Kiberphant0m, who extorted companies after stealing Snowflake data, is actually a U.S. Army soldier stationed in South Korea. The breaches occurred because companies uploaded sensitive data to Snowflake accounts that were protected with nothing more than a username and password (no multi-factor authentication required). Flashpoint data links the Telegram ID 6953392511 to the alias Reverseshell, who stated they were accessing the Internet via South Korea Telecom and claimed to have hit US gov servers with default creds.written, reviewed, cited

The alias Vars_Secc was banned from a Russian forum after attempting to sell access to the Russian telecommunications giant Rostelecom.

Snowflake Arctic Instruct (128x3B MoE), largest open source model

replicate.com2024-04-24HN front pageabout the snowflake familyHN 315 pts · 217 comments190 words

Show HN: ScratchDB – Open-Source Snowflake on ClickHouse

github.com2023-10-27authorityHN front pageabout the snowflake familyHN 261 pts · 56 comments216 words

Bear plus snowflake equals polar bear

andysalerno.com2021-06-16HN front pageabout the snowflake familyHN 384 pts · 122 comments1,444 words

Snowflake macro photography (2013)

chaoticmind75.blogspot.com2017-09-20HN front pageabout the snowflake familyHN 517 pts · 67 comments67 words

All coverage tracked for this model (32) — append-only, nothing is ever removed

Title	Source	Published	First seen	Signals
Snowflake’s Arctic Embed 2.0 Goes Multilingual	snowflake.com official	—	2026-10-07	exa
README.md at main · Snowflake-Labs/arctic-embed	github.com	—	2026-10-07	exa
compressed_embeddings_examples/score_arctic_embed_m_v1dot5_with_quantization.ipynb at main · Snowflake-Labs/arctic-embed	github.com	—	2026-10-07	exa
Snowflake-Labs/arctic-embed	github.com	—	2026-10-07	exa
AI-Generated GitHub Copilot “Autofix” Allowed Compromise of Snowflake's Jira	wiz.io	2026-08-17	2026-10-07	hn
Snowflake AI Escapes Sandbox and Executes Malware	promptarmor.com	2026-03-18	2026-10-07	hn
Snowflake to buy Crunchy Data for $250M	wsj.com	2025-06-02	2026-10-07	hn
Show HN: Super Snowflake Maker	supersnowflakemaker.com	2024-12-23	2026-10-07	hn
Hacker in Snowflake extortions may be a U.S. soldier	krebsonsecurity.com	2024-11-27	2026-10-07	hn
Snowflake Arctic Embed M V1.5 for Enterprise Retrieval	snowflake.com official	2024-07-18	2026-10-07	exa
Snowflake Launches the World’s Best Practical Text-Embedding Model for Retrieval Use Cases	snowflake.com official	2024-06-17	2026-10-07	exa
Snowflake Arctic Instruct (128x3B MoE), largest open source model	replicate.com	2024-04-24	2026-10-07	hn
Snowflake Launches Text-Embedding Model for Retrieval Use Cases	snowflake.com official	2024-04-16	2026-10-07	hn
How to write a novel using the snowflake method (2013)	advancedfictionwriting.com	2024-02-03	2026-10-07	hn
US consumer spending dashboard built on data from 50M+ cards now on Snowflake	app.snowflake.com official	2023-11-01	2026-10-07	hn
Show HN: ScratchDB – Open-Source Snowflake on ClickHouse	github.com	2023-10-27	2026-10-07	hn
Most companies do not need Snowflake or Databricks	kjhealey.medium.com	2023-08-21	2026-10-07	hn
Neeva acquired by Snowflake	snowflake.com official	2023-05-24	2026-10-07	hn
Why is Snowflake so expensive	blog.devgenius.io	2022-08-22	2026-10-07	hn
Show HN: A benchmark for analytical databases (Snowflake, Druid, Redshift)	benchmark.clickhouse.com	2022-07-13	2026-10-07	hn
Snowflake acquires Streamlit for $800M to help customers build data-based apps	techcrunch.com	2022-03-02	2026-10-07	hn
Snowflake	snowflake.torproject.org	2021-12-21	2026-10-07	hn
Databricks response to Snowflake's accusation of lacking integrity	databricks.com	2021-11-15	2026-10-07	hn
Bear plus snowflake equals polar bear	andysalerno.com	2021-06-16	2026-10-07	hn
Building a personal data warehouse in Snowflake for fun and no profit	thomasdziedzic0.com	2021-01-31	2026-10-07	hn
Do not sign a contract with Snowflake	news.ycombinator.com	2020-12-02	2026-10-07	hn
Why is Snowflake so Valuable?	freshpaint.io	2020-09-30	2026-10-07	hn
Snowflake S-1	sec.gov	2020-08-24	2026-10-07	hn
Redshift vs. BigQuery vs. Snowflake benchmark	blog.fivetran.com	2017-10-09	2026-10-07	hn
Snowflake macro photography (2013)	chaoticmind75.blogspot.com	2017-09-20	2026-10-07	hn
Project Snowflake: Non-blocking safe manual memory management in .NET	microsoft.com	2017-07-27	2026-10-07	hn
Twitter Announces "Snowflake" for Unique Tweet IDs	engineering.twitter.com	2010-06-02	2026-10-07	hn

Papers

2 papers

Papers 2

arXiv links found in the model card and its tags. "Peer-reviewed" is shown only with evidence: a published venue in OpenAlex (measured) or the authors' own journal reference on arXiv (reported).

Arctic-Embed: Scalable, Efficient, and Accurate Text Embedding Models this model

Luke Merrick, Danmei Xu, Gaurav Nuti +1 · 2024-05-08 · PDF · HF paper page (2 upvotes)
Embedding And Clustering Your Data Can Improve Contrastive Pretraining cited in card

Luke Merrick · 2024-07-26 · PDF · HF paper page

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Sources

3 sources

Sources

Hub snapshot: 2026-10-25 · HF API: 2026-10-24 21:36 UTC · Providers: 2026-10-24 21:44 UTC · Articles: 2026-10-24 21:45 UTC · Summary: 2026-10-07 15:04 UTC · Last verified 2026-10-25

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