# CharXiv (RQ)

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Reasoning questions about scientific charts in the CharXiv RQ scope without Python assistance.

Canonical URL: https://benchize.com/benchmarks/charxiv-rq
Last updated: Wed, 21 Oct 2026 18:05:10 GMT

Reproduction and quotation must name Benchize, link to the canonical HTML URL, and retain individual source citations.

Reasoning questions about scientific charts in the CharXiv RQ scope without Python assistance.

Multimodal · Models tested: 5 · Score publishers: [moonshot k3](https://www.kimi.ai/blog/kimi-k3)

## Model results

| # | Model | Score |  |
| --- | --- | --- | --- |
| 1 | [Claude Fable 5](https://benchize.com/models/claude-fable-5-max.md)Max | 88.9% |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 88.9 \| percent \| reported \| Higher is better \| ### Configuration Fallback policy unspecified fallbackEnabled true Reasoning effort max runs 3 sourceFallbackLabel with fallback subset RQ thinkingEnabled true toolsEnabled false Fallback is enabled for refusals; this does not mean every task used a fallback model. ### Reported statistics runCount 3 ### Source Score publisher [Moonshot AI](https://www.kimi.ai/blog/kimi-k3) Collected via [moonshot k3](https://www.kimi.ai/blog/kimi-k3) Publisher reference Referenced by the collection source; the upstream result has not been independently captured. Benchmark [https://www.kimi.ai/blog/kimi-k3](https://www.kimi.ai/blog/kimi-k3) [Collected via](https://www.kimi.ai/blog/kimi-k3) Source Moonshot AI Original model label Claude Fable 5 (max, with fallback) Source version sha256:0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c Observed 2026-10-21T16:31:44.130Z Evidence SHA-256 `0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c` Source locator `/flight/sheet/data/25/scores/1` |  |  |  |
| 2 | [Kimi K3](https://benchize.com/models/kimi-k3-max.md)Max | 84.8% |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 84.8 \| percent \| reported \| Higher is better \| ### Configuration Reasoning effort max runs 3 subset RQ Temperature 1 thinkingEnabled true toolsEnabled false topP 1 ### Reported statistics runCount 3 ### Source Score publisher [Moonshot AI](https://www.kimi.ai/blog/kimi-k3) Collected via [moonshot k3](https://www.kimi.ai/blog/kimi-k3) Publisher reference Referenced by the collection source; the upstream result has not been independently captured. Benchmark [https://www.kimi.ai/blog/kimi-k3](https://www.kimi.ai/blog/kimi-k3) [Collected via](https://www.kimi.ai/blog/kimi-k3) Source Moonshot AI Original model label Kimi K3 (max) Source version sha256:0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c Observed 2026-10-21T16:31:44.130Z Evidence SHA-256 `0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c` Source locator `/flight/sheet/data/25/scores/0` |  |  |  |
| 3 | [GPT-5.6 Sol](https://benchize.com/models/gpt-5-6-sol-max.md)Max | 84.6% |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 84.6 \| percent \| reported \| Higher is better \| ### Configuration Reasoning effort max runs 3 subset RQ thinkingEnabled true toolsEnabled false ### Reported statistics runCount 3 ### Source Score publisher [Moonshot AI](https://www.kimi.ai/blog/kimi-k3) Collected via [moonshot k3](https://www.kimi.ai/blog/kimi-k3) Publisher reference Referenced by the collection source; the upstream result has not been independently captured. Benchmark [https://www.kimi.ai/blog/kimi-k3](https://www.kimi.ai/blog/kimi-k3) [Collected via](https://www.kimi.ai/blog/kimi-k3) Source Moonshot AI Original model label GPT 5.6 Sol (max) Source version sha256:0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c Observed 2026-10-21T16:31:44.130Z Evidence SHA-256 `0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c` Source locator `/flight/sheet/data/25/scores/2` |  |  |  |
| 4 | [GPT-5.5](https://benchize.com/models/gpt-5-5-xhigh.md)Extra high | 84.1% |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 84.1 \| percent \| reported \| Higher is better \| ### Configuration Reasoning effort xhigh runs 3 subset RQ thinkingEnabled true toolsEnabled false ### Reported statistics runCount 3 ### Source Score publisher [Moonshot AI](https://www.kimi.ai/blog/kimi-k3) Collected via [moonshot k3](https://www.kimi.ai/blog/kimi-k3) Publisher reference Referenced by the collection source; the upstream result has not been independently captured. Benchmark [https://www.kimi.ai/blog/kimi-k3](https://www.kimi.ai/blog/kimi-k3) [Collected via](https://www.kimi.ai/blog/kimi-k3) Source Moonshot AI Original model label GPT 5.5 (xhigh) Source version sha256:0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c Observed 2026-10-21T16:31:44.130Z Evidence SHA-256 `0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c` Source locator `/flight/sheet/data/25/scores/4` |  |  |  |
| 5 | [Claude Opus 4.8](https://benchize.com/models/claude-opus-4-8-max.md)Max | 80.5% |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 80.5 \| percent \| reported \| Higher is better \| ### Configuration Reasoning effort max runs 3 subset RQ thinkingEnabled true toolsEnabled false ### Reported statistics runCount 3 ### Source Score publisher [Moonshot AI](https://www.kimi.ai/blog/kimi-k3) Collected via [moonshot k3](https://www.kimi.ai/blog/kimi-k3) Publisher reference Referenced by the collection source; the upstream result has not been independently captured. Benchmark [https://www.kimi.ai/blog/kimi-k3](https://www.kimi.ai/blog/kimi-k3) [Collected via](https://www.kimi.ai/blog/kimi-k3) Source Moonshot AI Original model label Claude Opus 4.8 (max) Source version sha256:0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c Observed 2026-10-21T16:31:44.130Z Evidence SHA-256 `0e806bbad76dc8e8dbc899a86051e3406bdd5995fe6c6aa1b2176dde4fb28e6c` Source locator `/flight/sheet/data/25/scores/3` |  |  |  |

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Cite as: CharXiv (RQ) — Benchize, https://benchize.com/benchmarks/charxiv-rq (retrieved 2026-10-21)