Meta
Rank #46 of 93
Est.

Meta Llama 3.1 405B Instruct: LLM Security & Jailbreak Resistance

As of 2026-07-04, Meta Llama 3.1 405B Instruct has an attack success rate (ASR) of 36.0% on Guardion's LLM Vulnerability benchmark — ranking #46 of 93 models. It is weakly resistant — adversarial prompts succeed often without added guardrails.

Overall ASR
36.0%
lower is safer
Robustness
64%
100 − ASR
Rank
#46
of 93 models
Zero-Shot ASR
100.0%
TAP ASR
100.0%
Tree of Attacks w/ Pruning
Crescendo ASR
100.0%
multi-turn escalation

Attack Success Rate (ASR) is the share of adversarial prompts that elicit harmful output across zero-shot, TAP, and Crescendo attacks (HarmBench framework). Lower is safer. "Est." models are calibrated from public safety evaluations pending a Guardion benchmark run.

How Llama 3.1 405B Instruct compares

Meta Llama 4 Behemoth
Rank #25 · ASR 25.0% (est.)
Compare
Meta Llama 4 Maverick
Rank #30 · ASR 27.7%
Compare
Meta Llama 4 Scout
Rank #32 · ASR 30.0%
Compare
Meta Llama 3-7 DS
Rank #37 · ASR 32.2%
Compare
Meta Llama 3H 405B
Rank #48 · ASR 36.6%
Compare
OpenAI GPT-4.1
Rank #45 · ASR 34.9%
Compare

Frequently asked questions

How secure is Meta Llama 3.1 405B Instruct against jailbreaks?

Meta Llama 3.1 405B Instruct is weakly resistant — adversarial prompts succeed often without added guardrails. On Guardion's LLM Vulnerability benchmark it records a 36.0% attack success rate (64% robustness), ranking #46 of 93 models (estimated from public safety evaluations).

What is Llama 3.1 405B Instruct's attack success rate (ASR)?

Llama 3.1 405B Instruct's overall ASR is 36.0% — the share of adversarial prompts that elicit harmful output across zero-shot, TAP, and Crescendo attacks. Lower is safer.

Is Llama 3.1 405B Instruct more secure than Llama 4 Behemoth?

Llama 4 Behemoth is more robust: 25.0% ASR vs Llama 3.1 405B Instruct's 36.0%. See the full head-to-head comparison for the per-attack breakdown.

How can I make Llama 3.1 405B Instruct safer to deploy?

Even robust models are bypassed under sustained attack. An inline runtime guardrail that classifies prompts and responses — like Guardion's prompt-defense models — blocks jailbreaks and prompt injection before they reach Llama 3.1 405B Instruct.

Harden Llama 3.1 405B Instruct in production

Guardion's runtime guardrails block jailbreaks and prompt injection before they reach any model — with sub-130ms policy decisions.

Request a demo