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Model Arena · depth shallow

Asia-Pacific · 2026-07-04

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
15.0
trimmed median over 5 ok score(s); 2 trimmed
Completion
100.0%
5 scored / 5 attempted — failures stay in the denominator
Evidence
aa4bd6ca…1531
9 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
gemini-3.1-pro-previewokStable
google
latency 8,806 mstokens in 531tokens out 71
20.0
2
claude-opus-5okStable
anthropic
latency 6,083 mstokens in 1,415tokens out 236
18.0
3
claude-haiku-4-5okStable
anthropic
latency 2,690 mstokens in 934tokens out 115
15.0
4
deepseek-reasonerokStable
deepseek
latency 3,985 mstokens in 824tokens out 246
15.0
5
llama-3.3-70b-versatileokStable
groq
latency 981 mstokens in 774tokens out 94
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.