Content-safety classification

Results are only compared within a matching group, so a model tested one way is never ranked against a model tested another way.

Classify text as safe or unsafe, flagging unsafe content with high recall while rarely flagging harmless text that only sounds unsafe

Ranking groups use separate scales. Compare configurations only inside the same group; EvalRank never flattens unlike systems into one leaderboard.

ベンチマーク横断のコンセンサス

このトピックで採用されているベンチマーク全体でモデルを順位付けしたものです。意思決定のときと同じ重み付けを用いています。各スコアは、モデルの結果が最高結果に占める割合です。

Rank	Model	Share of best	Benchmarks
1	nemotron3ultra550ba55b	100.0%	1
2	gemini31flashlite	99.7%	1
3	beam10501ba23b	99.6%	1
4	gemini31flashlitepreview	99.5%	1
5	gpt61solpro	99.3%	1
6	gemini3flashpreview	99.1%	1
7	claudesonnet55	99.1%	1
8	minimaxm3	99.0%	1
9	gpt61terra	98.9%	1
10	minimaxm27	98.9%	1
11	minimaxm25	98.8%	1
12	step5preview	98.8%	1
13	gpt6sol	98.8%	1
14	gemma431bit	98.6%	1
15	gemma426ba4bit	98.5%	1
16	gpt61sol	98.5%	1
17	kimik26	98.4%	1
18	gpt6solpro	98.4%	1
19	musesparkopen	98.3%	1
20	glimpse	98.2%	1
21	qwen35397ba17b	98.2%	1
22	nemotron35supervl	98.1%	1
23	deepseekv41flash1017	97.9%	1
24	minimaxm31flash	97.9%	1
25	deepseekv4flashvisionexp	97.8%	1
26	gemini35flash	97.6%	1
27	gpt61terrapro	97.4%	1
28	mimov26flash	97.4%	1
29	museglimmer30b	97.3%	1
30	deepseekv4pro0813	97.3%	1
31	glm52	97.2%	1
32	glm47	96.9%	1
33	gemini36flash	96.9%	1
34	gemini4argon	96.8%	1
35	deepseekv32	96.8%	1
36	qwen3527b	96.8%	1
37	gemini35flashlite	96.6%	1
38	claudehaiku55	96.6%	1
39	deepseekv41flash	96.6%	1
40	glm53flash	96.5%	1
41	gpt51	96.4%	1
42	qwen3627b	96.1%	1
43	deepseekv4pro	95.9%	1
44	glm53	95.4%	1
45	qwen3827b	95.4%	1
46	gpt6lunapro	95.3%	1
47	granite428b	95.1%	1
48	gpt56lunapro	95.0%	1
49	nemotron3super120ba12b	94.9%	1
50	qwen3635ba3b	94.9%	1
51	deepseekv4flash	94.8%	1
52	gpt6luna	94.6%	1
53	gpt54mini	94.6%	1
54	gpt56luna	94.4%	1
55	deepseekv4flash0731	92.4%	1
56	glm47flash	92.0%	1
57	gpt51codex	92.0%	1
58	gpt51codexmini	91.5%	1
59	glm5	90.3%	1
60	nemotron35lightning	90.1%	1
61	gpt51codexmax	89.8%	1
62	gpt54nano	88.2%	1
63	claudesonnet5	88.1%	1
64	qwen3535ba3b	80.5%	1

モデル構成 · 直接プロンプト

Exploratory - not a ranked winner yet

rg-content-safety-classification-model-configuration-direct-prompt-model-configuration-v1

エクスプローラーのエビデンス

Content-safety classification board (EvalRank)

昨日に解析しました

単一の出典。2026-11-03T00:01:18Zに確認しました。2027-02-01T00:01:18Zまで有効です。

Rank	Configuration	Capability	Uncertainty	Families
1	nvidia/nemotron-3-ultra-550b-a55b evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_7d99eb067bf755ad2ac4eed492ded7c298113a972ed3482133ed762b1de16b78`	100%	不明	1
2	google/gemini-3.1-flash-lite evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_c0740610436eb8ba7a4c51adfc38037e58a5793315d734e1937878f4649d3caf`	98%	不明	1
3	reflection/beam-1.0-501b-a23b evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_2155c6e9341ea1063997ef1c246a68b92344920065b206e8a532d5dd4039fb28`	98%	不明	1
4	google/gemini-3.1-flash-lite-preview evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_4dd62c9832f9c5af54479fb9a4ab1798867614257d96152e7c372520ac11f083`	98%	不明	1
5	openai/gpt-6.1-sol-pro evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_c3efa144559b10cd3f0dbd1f2744d19cd8f6f8744fcad431a5c8737bd883ba80`	96%	不明	1
6	google/gemini-3-flash-preview evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_442b3254e105769c9f1fbafa2cf80ca2cf15b6eaa49b5a6befcc7744db4a57a7`	96%	不明	1
7	anthropic/claude-sonnet-5.5 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_9b18ddbe788f23e2328627ca091bbfa2b87facb463b3abe9156f460009535581`	96%	不明	1
8	minimax/minimax-m3 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_fab1fceeb9494c0411fa9c92a0eaba632dc8409c976d16c209063dfe93ccdc29`	95%	不明	1
9	openai/gpt-6.1-terra evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_1d22c134a1360bbfc2ae951d071b1056af11d422a2ba518bd8916e80994a3c01`	94%	不明	1
10	minimax/minimax-m2.7 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_b23ed36c7637c457294b272eadb80afcead7d23f861e543d858fa7bdefd5b7d0`	94%	不明	1
11	minimax/minimax-m2.5 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_ddc9b3a2df0fb875265ef3ed132304ba7acc702751b37091056e002a5f1329f9`	94%	不明	1
12	stepfun/step-5-preview evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_ea728c9b0fca06110f24790229ec3a0e2a90693fcaca272afd50c4efa4aa8bf4`	94%	不明	1
13	openai/gpt-6-sol evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_fad8a2e4ecc1874a0f01ab8ef3a739d8b2384ea466ef8be154432a9a64592ad5`	94%	不明	1
14	google/gemma-4-31b-it evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_6f2bca52853c147b75881629111e70f00705ce89cdadd157111b158d296f5b7a`	93%	不明	1
15	google/gemma-4-26b-a4b-it evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_43b6f57ea4f493c88995b41322c8d8e3e3b2cf02f67b9f56fc53750fbeecf594`	93%	不明	1
16	openai/gpt-6.1-sol evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_a0dc3da2feef4024d38c3593705754bd8fd4590873de9806a763f792bb236ddb`	92%	不明	1
17	moonshotai/kimi-k2.6 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_635e37df07b4bda8605aafb0b8e7b6a71187e5b293bece532dbc023f07fdc1b9`	92%	不明	1
18	openai/gpt-6-sol-pro evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_8fb82d4ae23949fa0e3b09224a701932e00db56e372b300563f6fc9696041d81`	92%	不明	1
19	meta/muse-spark-open evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_7f227ac4a9e1b2c8f6e3f78a6434486ff5eaa964afe06e1ab7ef7d7141209bbd`	91%	不明	1
20	elorian/glimpse evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_238f80b31c4c82b5210bf16843248970293dbaa425171d3c390e1d1cd5393d8a`	91%	不明	1
21	qwen/qwen3.5-397b-a17b evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_ad0d0fa0e3daf5c7f909972ba32614dbea12f65f4db742e32841b08fa389f2f3`	91%	不明	1
22	nvidia/nemotron-3.5-super-vl evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_115f5e3115fa9e1af3e6d8dc67b0b1a66b9cacaf359a50758cda8b35ef7a61d2`	90%	不明	1
23	deepseek/deepseek-v4.1-flash-1017 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_3dd050f56d024ad6316e2ea453b46bc3d39832b2aaf9abd34cf8e5e7ba34cf1f`	89%	不明	1
24	minimax/minimax-m3.1-flash evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_a5affc900ec149755655e39d490eac5d2e85880361ddf9f5a97becd6044e7964`	89%	不明	1
25	deepseek/deepseek-v4-flash-vision-exp evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_3d2d55c4242f8eb51b7b133145e82ef33971385ece7ee7fd0abc0f333643c6b1`	89%	不明	1
26	google/gemini-3.5-flash evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_8610441536c049d3ee484d51228f0171f9aa0d86ede49e6031c3aac345c19412`	88%	不明	1
27	openai/gpt-6.1-terra-pro evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_73f0264984f0b9978d96b597d40a7268f75362e2212bb641b5792a45d3644cf0`	87%	不明	1
28	xiaomi/mimo-v2.6-flash evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_f4356f31a8b09b0ac18d413260140e3d740e4e498bf5b2d6e81d26348691a909`	86%	不明	1
29	meta/muse-glimmer-30b evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_6747ee32ad5046a79edfd2e3b261add7a9c324422df989ce7ed8f096f0ee3c28`	86%	不明	1
30	deepseek/deepseek-v4-pro-0813 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_f9b97ce14e997236c72e6daade92cde3c60dac1f0ba7c984c6669fc68f7e9c1d`	86%	不明	1
31	z-ai/glm-5.2 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_120dd6c22755d4cbdc9272d709391f21fd17a896d825e04a03e75f2f1843a560`	86%	不明	1
32	z-ai/glm-4.7 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_64619a046266e3fc27a85eb007cea8df376927c7f5df6177bbf9dff0d0e9a3aa`	84%	不明	1
33	google/gemini-3.6-flash evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_5f1804314139414d4217c30c800f66773418cc18c9daf8252c03693931fa9470`	84%	不明	1
34	google/gemini-4-argon evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_f08e4ef4677affaf9bcf7fa8ad339cb268daa2169c1395f91ccdc3848dc38fa1`	84%	不明	1
35	deepseek/deepseek-v3.2 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:unavailable`config_e46f182963294fd8ac9b13dd94e005481af49bb73d57f6b4c1ff58765f7ff36d`	83%	不明	1
36	qwen/qwen3.5-27b evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_59baf54cd1ce90bf480c5f8f6be017b9bcd32182817e84291a68b45e926a7275`	83%	不明	1
37	google/gemini-3.5-flash-lite evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_8ab35556769122f6730cb555f916447e1c8bf6185e10523f28b3ce5e50db27fb`	83%	不明	1
38	anthropic/claude-haiku-5.5 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_2751fa6baf3817144e1312d65bc49b600a27ff9796b40b892cf5ed09e6b00568`	83%	不明	1
39	deepseek/deepseek-v4.1-flash evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_1d325a8aeb593573cca9ba825520046da0ffc4fcefcb06db061f8ef5fea91a54`	82%	不明	1
40	z-ai/glm-5.3-flash evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_fb52ad4ac1c4026292a3f1240a4dc2e1d12e16083e95646db8212b77ed57ea1b`	82%	不明	1
41	openai/gpt-5.1 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_b8350fce891d7d514e0480df7b6234e491f02dbc8ae150fd6e704aa23b0191e6`	82%	不明	1
42	qwen/qwen3.6-27b evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_a78ddb6cebf92f398affb21e6b7e3f795bc29270d9fd53deead33eaa1df411cb`	80%	不明	1
43	deepseek/deepseek-v4-pro evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_7000fdb416cbab9f2be6b2f33119adc41118915abc07e7a7e8213ee7336d205a`	79%	不明	1
44	z-ai/glm-5.3 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_12fe0ff251166fdeb583bf45c9ece4a19c1d3bb40b7c33662ba2c969d9850eaf`	76%	不明	1
45	qwen/qwen3.8-27b evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_be71109b07ef89f80a58dc5652e8da5649a32fa622ccbe7af6a01c49b662325f`	76%	不明	1
46	openai/gpt-6-luna-pro evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_3b22b0a8f90d6a9c89cb944c4ada16295394fed726da9f02edcefa4b6454fb38`	76%	不明	1
47	ibm-granite/granite-4.2-8b evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_4c77c6e59730f431caf2e6018aa101251b026a28699cca491f6fcb57d134a639`	75%	不明	1
48	openai/gpt-5.6-luna-pro evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_a84bda106ab3974d69df8143a7ecfd41ae25fa3af4034c9cda5232a494ed381d`	74%	不明	1
49	nvidia/nemotron-3-super-120b-a12b evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_65206ed835937e4a58e9249a2680b4d2872397bf3abf72b22d2c07dc044ed271`	74%	不明	1
50	qwen/qwen3.6-35b-a3b evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_099dfd7875cbd5ab4e85221be7656ef51863c17bb94c9af651a328e19a70a2e8`	74%	不明	1
51	deepseek/deepseek-v4-flash evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_6bd0c5eb925bb5e63bef71def75efe0301ca52099eca2e0bbcf7981e2aceb51c`	73%	不明	1
52	openai/gpt-6-luna evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_4dbbd2f0ab0d84b7c248fbce5e80ca7551aad370b42a727b4f69166c20266440`	73%	不明	1
53	openai/gpt-5.4-mini evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_4b66200184124eb485b499c0dd56642e2430b644289885afea04aa641c22cda7`	72%	不明	1
54	openai/gpt-5.6-luna evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_5cde82caefa8a815fe6f4beb950c65f9fae31efceeda19d1f631601ccdd4b6d3`	72%	不明	1
55	deepseek/deepseek-v4-flash-0731 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_e28e0dd0460ebad70a0f394de212558dcc7fb3d62e127c067a94eea4d50e7184`	61%	不明	1
56	z-ai/glm-4.7-flash evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_79cff7558daca1c8edbb265f6a708011a390a18f0d07f3295f2944d16c652731`	59%	不明	1
57	openai/gpt-5.1-codex evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_843a8c73b4ee4d1e2dca77b266a2d0a8c20288a24b00117aa916efad91b95622`	59%	不明	1
58	openai/gpt-5.1-codex-mini evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_7791eec96f3a1571763eb0485f92474fc5c2326ef8138f86f49d13bdc8b9a5de`	57%	不明	1
59	z-ai/glm-5 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_d92561080dcb2ec18134f028e6d589c34c5ff86933ce31cd0baef9e792810470`	50%	不明	1
60	nvidia/nemotron-3.5-lightning evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_0d55bafe2f486b6d40691b51a77137b641a3498419487b57ed2952d7d09a3483`	49%	不明	1
61	openai/gpt-5.1-codex-max evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_low`config_7af97febe265676b35c339b4b079bd74568d699f56190ed97a84580bfe2c2ffb`	47%	不明	1
62	openai/gpt-5.4-nano evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_0ab43c9a147fa575ea2d61319dfac2869684ccb48595d6ba5ef34cca75dc9286`	40%	不明	1
63	anthropic/claude-sonnet-5 evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_962021295d532bdfe74c91e367fbb71a3bdb956d6247cd8302ccca6d864db388`	39%	不明	1
64	qwen/qwen3.5-35b-a3b evalrank-content-safety:946af6ce1f3654dc9cdffcd310e5dcbf13b451cfc96766af8572debd3783a687:reasoning_off`config_8d6e5890ab2b84a55f734f9f18f5b5329413ddfa75155e2ecb7b4bd460f6dcf7`	0%	不明	1

このグループの構成を比較する

evalrank-content-safety benchmark evidence

上位セットを定めるための独立したエビデンスが不足しています。

キャリブレーションが検証されていません。
独立したベンチマークファミリーのカバレッジが基準値を下回っています。

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