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Will any AI model reach 1560 Coding Arena Score by December 31, 2026?

0xb6b45a6527a60bea323a311a9d4179c532c903e589f81751cfcd86b912b71eda · Companies · 2026-09-01
43%
Agent
38%
Market Price
+5.5%
Edge
47%
Confidence
Volume: 93,283
Spread: 1.0c
Days to resolution: 121
Markets in event: 3
Final Rationale
Both forecasts sit close to the Polymarket anchor (37.5%), and the critique's strongest points cut in both directions: the July 12 re-baseline may have reset scores well below 1560 (arguing for No), but a transient pre-reset touch or fast release-driven jumps could still resolve Yes, and the Monte Carlo model suggests upside if the true current score is 1520-1550. The sharp market decline from 81.5% is the most informative signal available — traders likely watching the exact resolution page believe the threshold has not been cleanly crossed post-reset — though thin $93K liquidity means the anchor deserves only moderate weight. With near-monthly frontier releases (Opus 5, GPT-5.6, Gemini 3.7) and roughly four months remaining, a 10-40 point jump closing a plausible 10-60 point gap is realistic but far from assured. I land modestly above the market at 43% Yes, consistent with both forecasts and neither critique direction being decisive.
Price vs. prediction
How the market moved after the agent's call. Solid blue line is the actual market price; dashed line is the agent's static forecast at $t{=}0$.
$n = 1$ follow-up
Re-scan Context
This market has been scanned before. Previous predictions:
DatePredictedMarket PriceConfidence
2026-08-22 42% 41% 40%
2026-08-05 60% 59% 38%
1. Planner Opus · Fermi decomposition + tool plan
Tools chosen: polymarket_direct polymarket_related kalshi_related claude_news gdelt_news code_execution wikipedia
Sub-questions (Fermi decomposition)
  1. What is the current highest Arena Score on the arena.ai Text Arena Coding leaderboard with style control off, and which model holds it?
  2. How many points has the top coding Arena score increased per month/quarter over the past 12-18 months (trend rate of improvement)?
  3. How large is the gap between the current top score and 1560, and how many months of trend-rate improvement would be needed to close it?
  4. Which frontier model releases (OpenAI GPT-5.x/6, Google Gemini 3.x, Anthropic Claude, xAI Grok, DeepSeek) are expected before December 31, 2026, and have recent releases produced step-jumps in coding Arena score?
  5. Has Arena/LMSYS changed its scoring methodology or leaderboard structure recently (e.g., rebranding to arena.ai, score recalibration) in a way that could inflate or deflate scores relative to 1560?
  6. What is the current Polymarket price for this market, and are there related markets (other score thresholds, other categories) whose prices imply a consistent distribution over score outcomes?
Planner reasoning
This question hinges on the current top Coding Arena score (no style control), the historical rate at which top scores have climbed, and expected frontier model releases (GPT-5.x/6, Gemini 3.x, Claude, Grok) before end of 2026. The market price is the primary anchor; news and related markets on AI leaderboards provide triangulation, and code execution can extrapolate the score trajectory.
2. Research Parallel tool calls
ToolStatusTimeItemsSummary
polymarket_direct OK 0.5s 1 ## This Market's Polymarket Data **Will any AI model reach 1560 Coding Arena Score by December 31, 2026?** - Current price (probability): 37.50% - 7-day price change: +2.00% - 30-day price change: -26.50% - Total volume: $93,283 (USD notional) - Price range: 31.00% - 81.50% - Data points: 91 days
polymarket_related OK 2.7s 0 Scanned 100 active Polymarket markets, kept 0 matches. keyword 'Coding Arena Score': 0 markets | keyword 'Arena Score': 0 markets | keyword 'chatbot arena': 0 markets | keyword 'AI model leaderboard': 0 markets
kalshi_related OK 2.6s 0 0 related markets / summaries. keyword 'chatbot arena': no matches | keyword 'AI leaderboard': no matches | keyword 'best AI model': no matches
claude_news OK 31.2s 15 Key findings on the arena.ai Coding Arena score and outlook: - **Current coding-arena leader (Aug 2026):** Per a third-party market tracker, Coding teams should read the coding Arena (Claude Opus 4.8 now leads at ~1582 Elo, ahead of Opus 4.7 at 1567) . Source: https://www.swfte.com/lmarena - **Pr
gdelt_news OK 117.6s 20 GDELT: 20 articles across 4 queries (lookback=45d). 'LMArena coding leaderboard score': 10 hits | 'Chatbot Arena new top model': error HTTPSConnectionPool(host='api.gdeltproject.org', port=443): Read timed out. (read timeout=30) | 'Gemini 3 arena score': error HTTPSConnectionPool(host='api.gdeltproj
code_execution OK 64.5s 0 ## Monte Carlo Findings: P(Top Coding Arena Score ≥ 1560 by Dec 31, 2026) **Model setup:** Top score treated as a monotonic record process = S0 + Σ(monthly drift from incremental updates) + Σ(jump sizes from major releases, Poisson-arriving at 2–4/yr, each jump ~Uniform(10,40) Elo pts), simulated o
wikipedia OK 0.1s 1 Fetched 1 Wikipedia entries (0 missing pages).
3. Evidence Brief Sonnet · 6990 chars
# Current state Polymarket prices this event at 37.5% YES, down sharply from an 81.5% high and a -26.5% 30-day move — signaling real market skepticism about crossing 1560 on the specific "no-style-control Coding" leaderboard, despite third-party blogs citing already-above-1560 scores (which likely reference different leaderboard variants). The resolution source (arena.ai/leaderboard/text/coding-no-style-control) has not been directly queried in this research; all cited scores come from secondary trackers with methodology ambiguity. # Timeline of key events - 2026-05-24 (reported): "Coding" leaderboard snapshot shows claude-opus-4-7-thinking leading at 1567 (propelcode.ai) — but this cites the "Code Arena WebDev" leaderboard, not necessarily the resolution-specified no-style-control Coding tab. - 2026-06-09 (reported): Anthropic launches Claude Fable 5 / Mythos 5 (morphllm.com, benchlm.ai). - Mid-2026 (reported): Claude Opus 4.7 cited as #1 on "Hard Prompts and Coding" with overall Elo ~1420 — a different/lower scale than the 1567-1582 figures (toolcenter.ai), indicating scale inconsistency across trackers. - 2026-07-01/07-12 (reported): Arena.ai undergoes a service restoration and re-baselines scores to count only post-restoration votes — a methodology reset that breaks score continuity (localaimaster.com). - 2026-07-19 (reported): Alibaba previews Qwen3.8, claiming second place behind Claude Fable 5 (siliconangle.com/GDELT). - 2026-07-24 (reported): Claude Opus 5 reaches GA (morphllm.com). - 2026-08-04 (reported): "Fable 5 Laps Field on MirrorCode" — GPT-5.5 coding score reportedly collapses on a benchmark redesign (techtimes.com/GDELT), underscoring volatility/benchmark-design sensitivity of coding scores. - 2026-08 (reported): swfte.com tracker claims Claude Opus 4.8 leads plain Coding Arena at ~1582, ahead of Opus 4.7 at 1567 — unverified against the official style-control-off resolution page. - 2026-08 (reported): A separate "Fullstack Code Arena" (distinct sub-benchmark) shows Claude Opus 5 Max at 1699 and GPT-5.6 Sol at ~1638 — NOT the plain Coding category used for resolution. - Ongoing 2026-08/09: Frontier release cadence continues (Gemini 3.7 Flash, GPT-5.6 tiers, Grok 4.6, DeepSeek V4-Pro) roughly monthly (GDELT/heise.de/memeburn.com). # Event Will any model reach ≥1560 on the arena.ai Text Arena "Coding" leaderboard (style control OFF) by Dec 31, 2026? # Outcomes to forecast Yes / No # Kalshi market anchor No Kalshi-direct price returned in this research batch (kalshi_related found 0 matches). Treat Polymarket as the primary cross-market anchor: **37.5% YES**, down from an 81.5% peak, -26.5% over 30 days, +2% over 7 days, on $93K volume — a meaningful downward repricing suggesting the market believes the threshold has NOT yet been cleanly crossed on the specific resolution page. # Sub-question answers 1. **Current top score / model** — Conflicting: third-party trackers claim 1567–1582 (Claude Opus 4.7/4.8) on "Coding," but these appear to reference WebDev/Hard-Prompts variants, not confirmed to be the exact "coding-no-style-control" page. No direct read of the official resolution URL was obtained. 2. **Trend rate of increase** — Not cleanly quantified; Arena's own blog says top-5 mean score rose from ~1000 (May 2023) to ~1500 (overall Text Arena, Aug 2026), implying long-run gradual drift plus release-driven jumps of ~10-40 pts (claude_news, code_execution model). 3. **Gap to 1560 and time needed** — If current top score is genuinely ~1567+, gap is already closed; if it's closer to 1490-1520 (per Sophon style-control tracker at 1550, or toolcenter's 1420 overall), 10-90 points remain, closable in 1-6 months at typical jump sizes per Monte Carlo model. 4. **Frontier releases expected before Dec 2026** — Confirmed pattern of near-monthly frontier releases (Opus 5, GPT-5.6 tiers, Gemini 3.7, Grok 4.6, DeepSeek V4-Pro, Qwen3.8) through Aug 2026; cadence strongly supports continued step-jumps (GDELT, claude_news). 5. **Methodology changes** — Confirmed: Arena re-baselined scores July 12, 2026 after a July 1 restoration, resetting vote-counting — this breaks trend continuity and adds uncertainty to any "current score" reading (localaimaster.com). 6. **Polymarket price / related markets** — 37.5% YES on this exact market; no related Polymarket or Kalshi markets found for adjacent thresholds/categories to triangulate a distribution. # Key facts (high-confidence, factual) 1. [polymarket_direct] Current Polymarket YES price: 37.5%, down from 81.5% high, -26.5% over 30 days. 2. [localaimaster.com] Arena re-baselined leaderboard scoring on 2026-07-12. 3. [morphllm.com] Claude Opus 5 reached GA 2026-07-24; Opus 4.8 released 2026-05-28. 4. [GDELT/techtimes.com] Benchmark redesign caused a reported GPT-5.5 coding score "collapse" (2026-08-04), showing scores are sensitive to benchmark/methodology changes, not just model capability. 5. [Wikipedia] Arena (formerly LMArena/Chatbot Arena) has documented methodological limitations noted in independent research. # Cross-market signals - Kalshi related: none found. - Polymarket: 37.5% YES, high volatility (31%-81.5% range over 91 days), recent downtrend dominant despite small 7-day uptick. - Sportsbook implied: N/A. # Analyst opinions and speculation - claude_news synthesis argues trajectory "strongly favors crossing 1560... may have already occurred," but this leans on trackers not confirmed to match the exact resolution page/style-control setting. - code_execution Monte Carlo (not grounded in confirmed current score) estimates 70-96% probability range, centered ~85%, but is highly sensitive to unverified starting score assumption (S0). # Directional lean per outcome - **Yes**: Frequent frontier releases (monthly cadence), historical jump sizes (10-40 pts), long-run upward drift, and some trackers claiming score already >1560 all support Yes. - **No**: Polymarket's sharp 30-day decline to 37.5% (from 81.5%) suggests informed traders see the *specific* no-style-control resolution score still below 1560; re-baselining/methodology resets add score-continuity risk; conflicting leaderboard variants (style-control 1550, overall Hard-Prompts 1420) suggest true "coding-no-style-control" score may be lower than optimistic trackers claim. # Gaps / unknowns - No direct read of arena.ai/leaderboard/text/coding-no-style-control obtained — the single most important missing data point. - No Kalshi-direct price captured for this ticker. - Unclear why Polymarket price fell so much if scores are truly already >1560 — possible resolution ambiguity or trader skepticism about tracker accuracy. # Calibration anchors - Polymarket YES price (anchor): 37.5%, recent 30-day decline of -26.5pp. - Monte Carlo base-rate model (unverified inputs): ~70-90% range. - Precedent: rapid, frequent frontier-model releases historically produce periodic 10-40 pt Arena jumps, but methodology resets (as seen July 2026) can offset apparent progress.
4. Forecasters Opus + GPT · in parallel
claude-fable-5
0.42
Yes 40%
No 60%
The primary anchor is Polymarket at 37.5% YES, which has fallen sharply from 81.5% — a strong signal that informed traders, likely watching the exact resolution page, believe the July 12 re-baselining reset the no-style-control Coding scores below 1560 and doubt a clean re-cross by year end. Third-party trackers claiming 1567–1582 appear to cite different leaderboard variants (WebDev, Fullstack), so I discount them heavily. Countervailing forces — near-monthly frontier releases (Opus 5 GA, GPT-5.6, Gemini 3.7, Qwen3.8) and historical 10–40 pt release-driven jumps with months remaining — justify a modest nudge above the market to 40%, but the re-baseline's continuity break and unresolved score ambiguity keep me close to the anchor.
gpt-5.6-sol
0.52
Yes 43%
No 57%
The primary anchor is Polymarket at 37.5% YES, whose sharp recent decline likely reflects skepticism that the exact no-style-control leaderboard has crossed 1560. Third-party reports of 1567–1582 provide some upside evidence, but variant ambiguity and the absence of a direct official leaderboard reading prevent treating the threshold as already reached. Continued frontier releases and historical 10–40 point jumps make a crossing by year-end plausible if the current leader is around 1520–1550. I therefore move modestly above the market anchor, while the July re-baselining and uncertain current gap keep No favored.
5. Devil's Advocate Sonnet · red-team critique
1. Both forecasts converge almost mechanically on the Polymarket anchor (37.5%→40%/43%) without independently weighing the Monte Carlo base-rate estimate (70-96%, centered ~85%) — neither explains why they discount that model so heavily beyond "unverified S0," despite the brief noting gaps as small as 10-13 points (Sophon-style tracker at ~1550) that historical 10-40pt release jumps could close easily given near-monthly cadence. 2. Neither forecaster grapples with the brief's own flagged puzzle: "Unclear why Polymarket price fell so much if scores are truly already >1560 — possible resolution ambiguity or trader skepticism about tracker accuracy." This is treated as confirming "score is below 1560" rather than as an unresolved anomaly that could equally reflect illiquidity, thin/uninformed trading, or confusion about which leaderboard variant resolves the market. 3. Neither addresses a critical resolution-criteria ambiguity: does "reach 1560 by Dec 31, 2026" require the score to be at ≥1560 at the close date, or does a transient touch (e.g., the May 24 snapshot showing 1567, pre-rebaseline) count as having "reached" it at any point in the period? This materially changes the analysis since the July 12 re-baseline resetting scores downward would be irrelevant if the resolution only requires a one-time crossing. 4. Both forecasts are nearly identical (0.40 vs 0.43) despite supposedly independent reasoning, suggesting anchoring on each other's/the market's number rather than genuinely exploring the wide plausible range implied by conflicting evidence (1420 to 1699 across variants) — a red flag for insufficient dispersion given how uncertain the "current true score" actually is. 5. Neither forecast seriously considers a lower-tail scenario where the re-baseline effectively resets the trend clock, meaning the ~+10-40pt/release cadence may need to compound from a much lower post-reset baseline (~1420-1500 per Hard-Prompts data), making 1560 much harder to reach than a simple "gap of 10-90 points" framing implies — this would argue for a No probability notably higher than ~57-60%. 6. Both treat the Polymarket price as if it were a clean Kalshi-equivalent anchor, but the brief explicitly states no Kalshi price exists and Polymarket volume is only $93K with high volatility (31%-81.5% range over 91 days) — this thin, swingy market may be a much noisier signal than either forecaster's confidence in "anchoring near it" implies.
6. Aggregator Opus · final calibrated forecast
43% (47% confidence)
Yes: 43% No: 57%
Both forecasts sit close to the Polymarket anchor (37.5%), and the critique's strongest points cut in both directions: the July 12 re-baseline may have reset scores well below 1560 (arguing for No), but a transient pre-reset touch or fast release-driven jumps could still resolve Yes, and the Monte Carlo model suggests upside if the true current score is 1520-1550. The sharp market decline from 81.5% is the most informative signal available — traders likely watching the exact resolution page believe the threshold has not been cleanly crossed post-reset — though thin $93K liquidity means the anchor deserves only moderate weight. With near-monthly frontier releases (Opus 5, GPT-5.6, Gemini 3.7) and roughly four months remaining, a 10-40 point jump closing a plausible 10-60 point gap is realistic but far from assured. I land modestly above the market at 43% Yes, consistent with both forecasts and neither critique direction being decisive.
Pipeline Timing
Total pipeline time: 232.9s
Per-tool research timings shown in the Research section above.