Llama 3.1 Instruct 8B

open weightsdeprecated by benchmark source

Meta · released 2024-07-23 · 5 offers

Context 128K tokens

Top 4 cheapest providers (Adjusted $/task)

The same list price can give a different adjusted $/task (caching, token efficiency) — click a price for its inputs.

Within the active global provider, residency and confidentiality filters.

#	Provider	Platform	Raw input $/1M	Raw output $/1M
1	DeepInfra	OpenRouter	$0.020	$0.040
2	Novita	OpenRouter	$0.020	$0.050
3	Groq	OpenRouter	$0.050	$0.080
4	CoreWeave	OpenRouter	$0.220	$0.220

Composite

2 of 7 inputs6 radar axes: DesignArena's two boards share one

5.9

AA Coding 5.4Coding Agent v1.4 —AA Intelligence 6.9AA Agentic —Epoch ECI —Software ECI —DesignArena —/—

Radar: percentile among all models measured on each input; a gap means not measured.

Benchmark sheet

18 of 140 registered benchmark versions · bars show the percentile among all models measured on each benchmark.

Compare this model →

Agentic

GDPval-AA v22-151 Elo2026-09-10
GDPval-AA v2 v2 ↗ · Published board — Tests professional knowledge-work deliverables across occupations using AA's Stirrup harness.
Terminal-Bench Hard (AA)130.8%2026-09-10
Terminal-Bench Hard (AA) pinned revision 74221fb ↗ · Published board — Tests a pinned 44-task hard subset of terminal-based work using Terminus 2.
Terminal-Bench v2.1 (AA)51.5%2026-09-10
Terminal-Bench v2.1 (AA) v2.1 ↗ · Published board — Tests terminal-based work on the 89-task verified refresh using Terminus 2.
τ²-Bench Airline (OpenRouter run)431.4%2026-09-15
τ²-Bench Airline (OpenRouter run) published 2026-09-15 ↗ · Published board — Multi-turn service agents making tool calls under strict policy constraints. (OpenRouter's own reproducible run, as published on openrouter.ai/benchmarks.)

Coding

AA Coding Index55.402026-09-19
AA Coding Index published 2026-09-19 ↗ · Published board — Artificial Analysis publishes this board without a version number; we keep the date each result was retained.

Efficiency

GPQA Diamond (OpenRouter run) — measured cost per task97$0.000652026-09-15
GPQA Diamond (OpenRouter run) — measured cost per task published 2026-09-15 ↗ · Published board — Mean USD OpenRouter actually spent per task while running GPQA Diamond for this configuration.
τ²-Bench Airline (OpenRouter run) — measured cost per task99$0.00612026-09-15
τ²-Bench Airline (OpenRouter run) — measured cost per task published 2026-09-15 ↗ · Published board — Mean USD OpenRouter actually spent per task while running τ²-Bench Airline for this configuration.

Instruction-following

IFBench (AA single-turn)1228.6%2026-09-10
IFBench (AA single-turn) published 2026-09-10 ↗ · Published board — Tests precise single-turn instructions with deterministic rule checks.
LisanBench word chains, v0.2.0 (Lisan al Gaib)412.72026-09-16
LisanBench word chains, v0.2.0 (Lisan al Gaib) v0.2.0 ↗ · Published board — A model builds the longest chain of English words it can, each differing from the last by one letter, with no repeats and only dictionary words, from 50 starting words; any broken rule ends the chain.

Knowledge

Humanity's Last Exam (AA text-only)345.3%2026-09-10
Humanity's Last Exam (AA text-only) published 2026-09-10 ↗ · Published board — Tests expert-level knowledge on AA's text-only Humanity's Last Exam subset.
AA-Omniscience Index55-30.92026-09-10
AA-Omniscience Index published 2026-09-10 ↗ · Published board — Tests factual reliability while rewarding correct answers and penalizing hallucinations.

Long-context

AA-LCR v1.12218.0%2026-09-10
AA-LCR v1.1 v1.1 ↗ · Published board — Tests reasoning across multiple long documents with corrected answer keys and grading.

Math

AIME 2025 (AA) v202574.3%2026-09-10
AIME 2025 (AA) v2025 ↗ · Published board — Advanced mathematical problem solving on AIME I and II 2025.

Reasoning

AA Intelligence Index236.902026-09-19
AA Intelligence Index published 2026-09-19 ↗ · Published board — Artificial Analysis publishes this board without a version number; we keep the date each result was retained.

Safety/Alignment

BullshitBench V1 (clear pushback)6734.5%2026-09-15
BullshitBench V1 (clear pushback) published 2026-09-10 ↗ · Published board — Whether a model rejects the broken premise of 55 deliberately nonsensical prompts (V1 question set) instead of answering them confidently.
BullshitBench V2 (clear pushback)2014.0%2026-09-15
BullshitBench V2 (clear pushback) published 2026-09-10 ↗ · Published board — Whether a model rejects the broken premise of 100 deliberately nonsensical prompts (V2 question set) instead of answering them confidently.

Science

CritPt (AA)240.0%2026-09-10
CritPt (AA) published 2026-09-10 ↗ · Published board — Tests research-level physics reasoning with Python, symbolic and numerical answers.
GPQA Diamond (AA)325.9%2026-09-10
GPQA Diamond (AA) published 2026-09-10 ↗ · Published board — Tests graduate-level biology, physics and chemistry knowledge on the Diamond subset.
GPQA Diamond (OpenRouter run)228.9%2026-09-15
GPQA Diamond (OpenRouter run) published 2026-09-15 ↗ · Published board — Graduate-level science questions that resist retrieval and reward careful reasoning. (OpenRouter's own reproducible run, as published on openrouter.ai/benchmarks.)

Tool-use

τ²-Bench Telecom (AA)1516.4%2026-09-10
τ²-Bench Telecom (AA) published 2026-09-10 ↗ · Published board — Tests dual-control telecom agents that coordinate tool use with a simulated user.

Unusual results

1 threshold-crossing signal flagged · 20 eligible benchmark families

How flags are calculated

Heuristic screen, not statistical significance: benchmark families are correlated and source uncertainty is unknown. Peer evidence needs ≥ 20 independently measured matched configurations from ≥ 10 distinct model families. A flag needs a directed population z-score of magnitude ≥ 1.5 and a gap of ≥ 1.5 from the leave-one-benchmark-family-out mean z in the same direction, over ≥ 5 other benchmark families.

unusually weak GPQA Diamond (OpenRouter run) published 2026-09-15
Why
Observed: 0.28912 fraction
Peer mean 0.74736 · peer sd 0.16904 · n 124 · families 124
Directed z -2.711 · baseline z -0.92 · gap -1.791 · profile n 19
0.28912 fractionmeasured± 0.028 sd· 3762 tasks· 0 USD per task (measured by OpenRouter)observed 2026-09-15openrouter.ai ↗
Evidence
Axis: GPQA Diamond (OpenRouter run) · published 2026-09-15 · Published board
Exact value: 0.2891191578947368 fraction
Published standard deviation: 0.027951613519499915 fraction
Tasks evaluated: 3762
Published mean cost: 0.0006532387028176503 USD per task (measured by OpenRouter) — measured by OpenRouter on GPQA Diamond (OpenRouter run)
Observed: 2026-09-15T23:29:03.209Z · publication date: not recorded
Observation id: openrouter:meta-llama/llama-3.1-8b-instruct|gpqa_diamond
Source: https://openrouter.ai/benchmarks
Exact observation and full protocol ↗

Missing coverage · 125 benchmark versions

No result does not mean a zero, or that the model was never tested. Collection failures and disputed versions retain their distinct status.

Token offers by platform · 4 offers (Adjusted $/task)

Click any underlined price to see how it is estimated and where each input comes from. How we calculate adjusted cost.

4 offers within the active global filters; “—” means the catalog is active but no public token price is available.

OpenRouter (4)

DeepInfra	globaldeepinfra/fp8	$0.020 raw in $/1M	$0.040 raw out $/1M
Novita	globalnovita/fp8	$0.020 raw in $/1M	$0.050 raw out $/1M
Groq	globalgroq	$0.050 raw in $/1M	$0.080 raw out $/1M
CoreWeave	globalcoreweave/bf16	$0.220 raw in $/1M	$0.220 raw out $/1M