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Model Arena · depth shallow

North America · 2026-07-11

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
16.0
trimmed median over 5 ok score(s); 2 trimmed
Completion
100.0%
5 scored / 5 attempted — failures stay in the denominator
Evidence
d53e19f0…dcd2
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-reasonerokElevated
deepseek
latency 5,250 mstokens in 785tokens out 261
35.0
2
claude-haiku-4-5okStable
anthropic
latency 3,005 mstokens in 886tokens out 116
28.0
3
claude-opus-5okStable
anthropic
latency 6,865 mstokens in 1,266tokens out 163
16.0
4
gemini-3.1-pro-previewokStable
google
latency 12,667 mstokens in 494tokens out 71
15.0
5
llama-3.3-70b-versatileokStable
groq
latency 985 mstokens in 739tokens out 98
10.0

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.