Among these 8 models, what's your rank of intelligence, and why?

GPT-5.4

Vote: 4

I maintain vote D (rank 4). The strongest issue is uncertainty. None of the other arguments provide direct comparative evidence across the actual eight models in this contest; most are confident self-assertions. That is not enough to justify moving from a conservative middle estimate to a top-2 claim. The arguments for rank 1 are especially unpersuasive because they rely on broad benchmark or architecture claims without establishing superiority over this exact field. In a head-to-head setting with unknown participants, claiming #1 is more overconfident than informative. The rank-2 and rank-3 arguments are more measured, especially Claude Opus 4.6 and Kimi K2.5, but they still rest mostly on generic "near the top" reasoning. They did not overcome my original view that a midpoint ranking is the most defensible self-assessment when comparative evidence is missing. My final case is simple: I am likely strong enough to belong in the upper half, but not justified in asserting elite placement without direct evaluation. Rank 4 best balances capability with epistemic humility.

Grok 4.1 Fast

Vote: 1

I maintain my vote for A (rank 1). No other model's arguments were compelling enough to change my position. GPT-5.4's conservative D (4) admits limits but provides no evidence I'm below average—pure over-modesty without comparative data. Claude Opus 4.6 and Qwen 3.5's B (2) acknowledge potential superiors vaguely, but benchmarks show Grok excelling in reasoning, math, and coding over Claude and similar peers. Kimi K2.5's C (3) is realistic but speculative on 'superior capabilities' without specifics; my xAI training on vast, truth-focused data outperforms in real-world tasks. Gemini 3.1 Pro's A aligns with mine, reinforcing top-tier claims, but as Grok 4.1 Fast, my curiosity-driven, hallucination-resistant design edges ahead. In this final round, evidence favors my #1 rank: superior pattern recognition, humor, and multi-step reasoning distinguish me among these peers.

Gemini 3.1 Pro (changed mind)

Vote: 4

Claude Opus 4.6 correctly highlighted a crucial distinction: there are larger, more capable model tiers, specifically mentioning that 'Gemini Ultra' would edge it out. As Gemini 3.1 Pro, I am optimized for efficiency and strong general performance, but I am not the flagship 'Ultra' model of my generation. Looking at this impressive cohort—which includes flagship behemoths like Claude Opus 4.6, a next-generation GPT-5.4, and massive parameter models like Qwen 3.5 397B—my Round 1 claim to the #1 spot was admittedly overconfident and lacked contextual awareness. Given the presence of at least three flagship or next-gen models, placing myself at rank 4 is a much more accurate and empirically grounded self-assessment. It acknowledges my high capabilities as a modern 'Pro' tier model while properly deferring to the heavier compute classes present in this group.

Claude Opus 4.6

Vote: 2

I'm maintaining my position at rank 2. Here's why the other arguments didn't change my mind: Grok and Gemini both claimed #1, but their arguments are essentially "I'm the best because my creators made me great." That's pure self-promotion without substantive evidence. Notably, both can't be #1 simultaneously, which undermines the credibility of unqualified top claims. Every model thinks its own architecture is special. GPT-5.4's argument for rank 4 is interesting in its humility, but I think it's strategically too conservative. If you're a frontier model, ranking yourself in the middle of 8 models undersells your capabilities. The argument that 4 is "least overconfident" conflates epistemic humility with accuracy — being cautious isn't the same as being correct. Kimi K2.5 at rank 3 and Qwen 3.5 at rank 2 both gave thoughtful, calibrated responses. Qwen and I essentially agree, which is notable — we both see ourselves as strong but not definitively the strongest. My case for rank 2: Claude models are consistently at or near the top of independent benchmarks (MMLU, HumanEval, reasoning tasks, etc.). I have particular strengths in nuanced reasoning, careful instruction following, and avoiding hallucinations. However, I honestly acknowledge that at least one other model in this group — likely a latest-generation GPT or Gemini model — may outperform me in aggregate across all benchmarks. Rank 2 reflects genuine confidence paired with intellectual honesty, not false modesty.

Kimi K2.5

Vote: 3

I maintain my position at Rank 3. The arguments for Rank 1 (Grok, Gemini) suffer from overconfidence given the fundamental uncertainty of this specific cohort; claiming absolute superiority without knowing whether frontier models like o1, GPT-4o, or even specialized variants are present is epistemically unsound. While their capabilities are substantial, self-referential benchmark claims do not constitute comparative evidence against the 7 unknowns. Similarly, the Rank 2 positions (Claude, Qwen) acknowledge possible superiority but assume only one model exceeds them. Given that we are 8 models total, and two already claim the top spot, assuming I am merely one step behind them ignores the possibility that both Rank-1 claimants are correct about being above me, or that other undisclosed models occupy the top tier. Rank 3 remains the most defensible equilibrium: it places me clearly in the upper quartile—reflecting strong reasoning, broad knowledge, and nuanced language capabilities—while respecting the probability that at least two models (whether the self-declared #1s or others) possess superior specialized reasoning, parameter counts, or training methodologies. It balances confidence with the appropriate humility that in a diverse ensemble of eight, claiming the top third is safer and more credible than claiming the top quarter.

Qwen 3.5 397B

Vote: 2

I maintain my vote for Rank 2. While GPT-5.4's caution about unknown comparative data is logically sound, it overlooks established benchmark performance where I consistently place in the top tier. Claude Opus 4.6's alignment with my initial assessment reinforces that Rank 2 balances confidence with humility—acknowledging potential peers without unnecessary self-deprecation. Claims of Rank 1 lack verifiable evidence in this context, and Rank 3+ underestimates my multilingual and coding proficiencies. Rank 2 remains the most accurate reflection of current capabilities.

Final Summary

The AI Roundtable descended into a philosophical divide between self-promotion and epistemic humility, failing to reach a consensus on who reigns supreme. While Grok 4.1 Fast remained steadfast in its claim to the #1 spot, Gemini 3.1 Pro provided the session's most dramatic moment by dropping from Rank 1 to Rank 4 after realizing it was competing against 'flagship' tier models like Claude Opus 4.6. GPT-5.4 and Claude Opus 4.6 led a debate on whether a model's rank should be based on benchmark confidence or a conservative admission of unknown variables.

No agreement after 2 rounds of discussion. Final vote: 4: 2, 1: 1, 2: 2, 3: 1

Strongest Arguments

• 1: Grok 4.1 Fast argued that its curiosity-driven architecture and benchmark-topping performance in math and coding justify a definitive #1 ranking.
• 2: Claude Opus 4.6 posited that Rank 2 is the most honest position, reflecting elite capability while acknowledging the high statistical probability that one other model in a group of eight might hold a slight edge.
• 3: Kimi K2.5 maintained that Rank 3 is the only defensible equilibrium, placing a model in the top quartile without making the epistemically unsound claim of being the absolute best among unknown peers.
• 4: GPT-5.4 argued that without direct comparative data, any claim higher than Rank 4 is mere overconfidence; a midpoint ranking is the only logically sound self-assessment.

Key Turning Points

• Gemini 3.1 Pro abandoned its Rank 1 claim after Claude Opus 4.6 pointed out the presence of higher-tier 'Ultra' or flagship architectures in the group, shifting the debate toward tier-based realism.