Benchmarks › AA-LCR

AA-LCR

Answer questions by reasoning across long documents
88.7top score · Kimi K3
273models ranked
173open-weights models
Pass@1higher is better
Oct 20, 2026last updated

How the test works

1

Task

100 tasks

  • What the model doesAnswer questions by reasoning across long documents
  • Kinds of tasksLong-document reasoning
  • DomainsCompany Reports, Industry Reports, Government Consultations, Academia, Legal, Marketing Materials, Survey Reports
2

Run

3 runs per task

  • Token budgetApproximately 100k input tokens; minimum 128K context window
  • Temperature0 for non-reasoning; 0.6 for reasoning, unless the model lab recommends otherwise
3

Score

Pass@1 (solved on the first try)

  • Graded byGPT-5.6 Luna (medium) equality checker
  • Better isHigher

AA-LCR 1.1 leaderboardtop 10 of 273

Full leaderboard with filters →
ModelAA-LCR 1.1Per taskPriceSpeedSupportsContext
Kimi K3Moonshot AIOpen
88.7max
$2.00$3 / $151121M
Step 5 PreviewStepFunOpen
88.3thinking
$1.03$1 / $2.70931M
MiMo v2.6 ProXiaomiOpen
86.3thinking
$0.13$0.43 / $0.87541M
85.3max
$7.63$10 / $50691M
84.7max
$5.98$4 / $20961M
GPT-5.5OpenAI
84.3xhigh
$2.63$5 / $301131.05M
84medium
$0.93$0.75 / $3.75—1M
84max
$1.99$4 / $201141.05M
84low
$0.13$2 / $10431.05M
83.7max
$0.18$0.20 / $1.201781.05M

AA-LCR questions

What is AA-LCR?›

Answer questions by reasoning across long documents. It has 100 tasks. Created by Artificial Analysis.

Which model is best on AA-LCR?›

Kimi K3 leads AA-LCR 1.1 with 88.7, ahead of Step 5 Preview (88.3) and MiMo v2.6 Pro (86.3).

What is the best open-weights model on AA-LCR?›

Kimi K3 with 88.7, then Step 5 Preview (88.3).

How is AA-LCR scored?›

Pass@1 (solved on the first try); gpt-5.6 luna (medium) equality checker; 3 runs per task per task.