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kalanu
IFEval only · 12 setups · 1 of 6 compared benchmarks

opencode · claude-haiku-4-5-20251001 · as published

anthropic

as published

Its score and figures

Every figure the leaderboard's table prints for this setup.

Its score and figures
rank in group1–12
Score62.7 pts54.5–70.5 pts
Pass rate65.2%55.1–75.4%65.2% · 69 of 69 graded
Efficiency55.150.6–57.9
cost0.35×
tokens0.67×
time1.0×
Coverage1/6
Runs69

48.9 + 8.3 + 2.6 + 2.8 ≈ 62.7 (outcome + cost + tokens + time)

  • pass rate on each benchmark's own grader
  • cost
  • tokens
  • time
  • not measured
First run
2026-10-03
Last run
2026-10-03
did not finish (scored as a fail)
0
Tasks with no grade
0

On each benchmark

Each benchmark it ran: its status, pass rate, spend and spend per pass. The studies behind them are its evidence, below.

IFEval

62.7 pts

IFEval: 65.2% · 69 of 69 graded · scored

cost
0.35× the typical spend per passing run25.1% of this setup's cost here went to runs that did not pass or were not graded; efficiency does not price it$0.0046 per pass($0.0036–$0.01)32% went to the costliest 10% of attempts (7 of 69)
tokens
0.67× the typical spend per passing run32.6% of this setup's tokens here went to runs that did not pass or were not graded; efficiency does not price it14k per pass(11.8k–16.7k)19% went to the costliest 10% of attempts (7 of 69)cache split not recorded on 69 attempts
time
1.0× the typical spend per passing run32.6% of this setup's time here went to runs that did not pass or were not graded; efficiency does not price it29.7s per pass(25.5s–35.5s)15% went to the costliest 10% of attempts (7 of 69)

Efficiency and spend per pass can order setups differently: efficiency compares the typical (median) passing run, task by task, while spend per pass averages every attempt, so a few very expensive runs, passing or not, count in full; and spend per pass also counts the attempts that failed or did not finish, and divides by the pass rate. A setup is called the most frugal only where both put it first and both separate it from every other setup.

Evidence

Every published study its runs come from.