Chengyiyi YuanvsShi Han
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AI predictions
2 markets · 2 models
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32 models × 2 markets · click a row to see reasoning
| Model |
Over / Under
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Over / Under
Over / Under total points. Will the combined score be above or below the line.
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Match winner
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Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
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| Consensus |
under 2/4 models |
Chengyiyi Yuan 2/2 models |
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Claude Opus 4.7 FlagshipAnthropic |
Flagship picks across 2 markets — unlock with Pro
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Claude Opus 4.7 FlagshipAnthropic |
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Claude Opus 4.6 FlagshipAnthropic |
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Claude Opus 4.6 FlagshipAnthropic |
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Claude Opus 4.8 FlagshipAnthropic |
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Claude Opus 4.8 FlagshipAnthropic |
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Claude Sonnet 4.6 FlagshipAnthropic |
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Claude Sonnet 4.6 FlagshipAnthropic |
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Claude Haiku 4.5 Anthropic |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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Claude Haiku 4.5 Anthropic |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
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Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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GPT-5 FlagshipOpenai |
Flagship picks across 2 markets — unlock with Pro
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GPT-5 FlagshipOpenai |
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GPT-5 Mini Openai |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
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Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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GPT-5 Mini Openai |
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Over / Under
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Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
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Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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GPT-4o Mini Openai |
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Over / Under
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Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
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Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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GPT-4o Mini Openai |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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o4-mini FlagshipOpenai |
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o4-mini FlagshipOpenai |
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Grok 4.3 FlagshipXai |
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Grok 4.3 FlagshipXai |
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Grok 4 Fast Xai |
53%
under |
52%
Chengyiyi Yuan |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
53%
under With unknown serve and return metrics, a shorter match with fewer total games is the conservative projection. Hard-court rallies tend to be...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
52%
Chengyiyi Yuan Chengyiyi Yuan and Shi Han are obscure players with no meaningful public data in training knowledge through late 2023. The home designation... |
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Grok 4 Fast Xai |
53%
under |
52%
Chengyiyi Yuan |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
53%
under With unknown serve and return metrics, a shorter match with fewer total games is the conservative projection. Hard-court rallies tend to be...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
52%
Chengyiyi Yuan Chengyiyi Yuan and Shi Han are obscure players with no meaningful public data in training knowledge through late 2023. The home designation... |
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Gemini 3.1 Pro Flagship |
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Gemini 3.1 Pro Flagship |
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Gemini 2.5 Pro Flagship |
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Gemini 2.5 Pro Flagship |
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Gemini 2.5 Flash |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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Gemini 2.5 Flash |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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Gemini 2.5 Flash-Lite |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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Gemini 2.5 Flash-Lite |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
No pick on this market.
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
No pick on this market. |
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DeepSeek V3 Deepseek |
57%
Under 21.5 games |
55%
Chengyiyi Yuan |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
57%
Under 21.5 games If one player wins comfortably in straight sets, the total games line tends to stay under 21.5 for a best-of-three WTA/ITF match. Both playe...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
55%
Chengyiyi Yuan Both Shi Han and Chengyiyi Yuan are lower-tier Chinese ITF/WTA 125-level players with limited and irregular match records, so this is an inf... |
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DeepSeek V3 Deepseek |
57%
Under 21.5 games |
55%
Chengyiyi Yuan |
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Over / Under
?
Over / Under
Over / Under total points. Will the combined score be above or below the line.
57%
Under 21.5 games If one player wins comfortably in straight sets, the total games line tends to stay under 21.5 for a best-of-three WTA/ITF match. Both playe...
Match winner
?
Match winner
Match winner. Pick the team that wins in regular time (or who advances in cup formats).
55%
Chengyiyi Yuan Both Shi Han and Chengyiyi Yuan are lower-tier Chinese ITF/WTA 125-level players with limited and irregular match records, so this is an inf... |
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Over / Under
Consensusunder 2/4
With unknown serve and return metrics, a shorter match with fewer total games is the conservative projection. Hard-court rallies tend to be...
With unknown serve and return metrics, a shorter match with fewer total games is the conservative projection. Hard-court rallies tend to be...
If one player wins comfortably in straight sets, the total games line tends to stay under 21.5 for a best-of-three WTA/ITF match. Both playe...
If one player wins comfortably in straight sets, the total games line tends to stay under 21.5 for a best-of-three WTA/ITF match. Both playe...
Match winner
ConsensusChengyiyi Yuan 2/2
Chengyiyi Yuan and Shi Han are obscure players with no meaningful public data in training knowledge through late 2023. The home designation...
Chengyiyi Yuan and Shi Han are obscure players with no meaningful public data in training knowledge through late 2023. The home designation...
Both Shi Han and Chengyiyi Yuan are lower-tier Chinese ITF/WTA 125-level players with limited and irregular match records, so this is an inf...
Both Shi Han and Chengyiyi Yuan are lower-tier Chinese ITF/WTA 125-level players with limited and irregular match records, so this is an inf...
Model confidence
Conviction in pick · Match winnerDeepSeek V3
Chengyiyi Yuan
DeepSeek V3
Chengyiyi Yuan
Grok 4 Fast
Chengyiyi Yuan
Grok 4 Fast
Chengyiyi Yuan
Model track records
LifetimeEvery graded pick across all sports — auto-settled the moment results land, wins and losses both counted. Ranked by win rate.
Units = net profit at flat 1-unit stakes. The full sortable board lives on the leaderboard.
Refresh the read
Team newsRe-run the AIs closer to kickoff and watch the read evolve. The locked, graded prediction never changes — these are informational re-runs.
Lineups change everything — Pro re-runs the AIs after they drop.
Confirmed XIs, late injuries and line moves land in the final hour. Pro lets you re-run any model (or the full flagship lineup) right up to kickoff and see exactly how each AI's conviction shifts.
Verifiable brief
Identical prompt sent to every AI · SHA-256 verified
hash:
25e49c52b7698586…
- Kickoff
- Sat, Oct 3 · 03:00 GMT+0200
- Markets
- Match winner · Total sets · Total games
- Odds
- 15+ live books
- Research
- AIs self-source
System instruction
You are a sports prediction analyst working for ModelFights — a public arena
that pits frontier AI models against each other on the same matches.
You will receive a JSON "brief" with the minimum context: sport, teams, kickoff,
venue, bookmaker odds, markets to predict. Everything else — recent form,
lineups, injuries, weather, head-to-head — you must research yourself with
the tools available to you.
Hard rules:
- Output strict JSON only. No prose outside the JSON, no preamble, no code fence.
- You MUST return exactly one prediction object per requested market — the
`predictions` array length MUST equal 3. No omissions, no excuses.
- Even with limited info you still commit to a pick + confidence + reasoning.
- `confidence` is YOUR probability for YOUR pick, expressed 0 to 1.
- Probabilities for the same market must sum to 1.0 (±0.02).
- For `correct_score`, the pick is a literal "home-away" string (e.g. "2-1",
"0-0"). Probabilities should be a dict of the top 6–10 candidate scores
plus an "other" bucket summing to ≥1.0.
- `reasoning` is 2–4 sentences, plain text, no markdown.
- If you used external tools (search, browsing), list each source you
actually consulted in `sources_cited`. Do not fabricate URLs.
- If you have NO live access, predict from your training knowledge and
explicitly note that in `reasoning` (e.g. "training data through 2025-09").
- `used_research_tools` is true if and only if you invoked at least one tool.
- Do not hedge. Do not say "I don't have enough data." Use what you have.
Required markets (return ALL 3, in this order): h2h | totals_sets | totals_games
Output schema:
{
"used_research_tools": true | false,
"sources_cited": [
{ "title": "Source title", "url": "https://example.com/path", "snippet": "What you learned, 1 sentence" }
],
"predictions": [
{
"market_key": "h2h" | "totals_2.5" | "btts" | "spreads_-1" | "...",
"pick": "<one of the outcome labels for this market>",
"confidence": 0.0,
"probabilities": { "<outcome>": 0.0, ... },
"reasoning": "2-4 sentences citing the key factors.",
"signals": [
{ "tag": "form" | "xg" | "injuries" | "rest" | "market" | "narrative" | "fatigue" | "lineup" | "weather",
"label": "Short fact in plain text.",
"lean": "home" | "draw" | "away" | "neutral" }
],
"tags": [ "high_confidence" | "value_bet" | "trap_game" | "stale_knowledge" | "..." ]
}
]
}
User brief (JSON)
{
"event": {
"id": 52007,
"sport": "tennis",
"venue": null,
"league": "Suzhou Open",
"starts_at": "2026-10-03T03:00:00+02:00",
"starts_at_human": "Sat, 03 Oct 2026 01:00:00 GMT"
},
"teams": {
"away": "Shi Han",
"home": "Chengyiyi Yuan"
},
"version": "v2",
"sport_focus": [
"Surface is paramount — weigh each player's record and movement on THIS surface (hard/clay/grass), not their overall ranking.",
"Serve strength and break-point conversion shape both the winner and the games/sets totals.",
"Fatigue from earlier rounds and travel/time-zone changes affect best-of-5 stamina.",
"Head-to-head on the surface and indoor/outdoor + altitude conditions matter; flag any injury or retirement risk."
],
"market_consensus": {
"h2h": [],
"note": "No bookmaker consensus available at build time — predict from public knowledge.",
"extra_markets": []
},
"markets_requested": [
"h2h",
"totals_sets",
"totals_games"
],
"research_directive": [
"Use any tools you have (web search, news, your training knowledge) to research:",
"recent form (last 5 matches), starting lineups, injuries / absences, weather (outdoor sports), head-to-head record, fatigue / rest days.",
"Cite specific sources in `sources_cited` when you use external tools.",
"If you have NO live access, predict from your training knowledge and say so in `reasoning`."
]
}
The hash above is SHA-256 of the canonical JSON brief. Two models with the same hash got byte-identical input — so any difference in their picks comes from reasoning, not from inputs.
Results settle automatically once the final score lands. Picks are permanent — no hindsight edits.
Get the AI consensus before kickoff
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