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Model Arena · depth shallow

Middle East & North Africa · 2026-07-06

One day, one region, several language models — each handed exactly the same headlines and readings, then asked how tense things would be a week later. Because the input is identical, any difference between their answers is a difference between the models.

This page shows what they said. Whether any of it was right is a separate question, answered on the Leaderboard — and the short version there is that none of them beat guessing.

How 'identical evidence' is guaranteed

Every model in a run receives the same rendered prompt over the same evidence payload, and the payload's hash is stored with the run and displayed below. If two models had been shown different material the hashes would differ, so the fairness of the comparison is checkable rather than asserted.

Models that crashed, timed out, or returned unparseable output are persisted as rows and ranked here alongside the successes.

Consensus
60.0
trimmed median over 5 ok score(s); 2 trimmed
Completion
100.0%
5 scored / 5 attempted — failures stay in the denominator
Evidence
ff568fc2…5eb4
10 headline(s), shared by every model

Ranking

prompt p1depth shallow

Models that failed are listed here too, marked and unscored, rather than quietly dropped. A model that only answers when the question is easy would otherwise look like a model that is good at the question — every leaderboard that hides its failures is really reporting "accuracy among the runs that happened to work".

1
deepseek-reasonerokSevere
deepseek
latency 7,833 mstokens in 865tokens out 479
72.0
2
gemini-3.1-pro-previewokSevere
google
latency 10,994 mstokens in 593tokens out 71
65.0
3
llama-3.3-70b-versatileokUnstable
groq
latency 1,101 mstokens in 817tokens out 105
60.0
4
claude-opus-5okUnstable
anthropic
latency 7,368 mstokens in 1,350tokens out 303
58.0
5
claude-haiku-4-5okElevated
anthropic
latency 3,708 mstokens in 956tokens out 138
42.0

Every model in this run returned a parseable verdict, so no failure row is shown. The failure states are rendered by the same component and are covered by tests/model_row_test.tsx.