Add Gemini 4 Argon results (8 November snapshot)

Record Protocol Planning, Scientific Computing, Scientific Software
Operation and Experiment Observation for Gemini 4 Argon. Hypothesis
Discovery is pending, so the composite stays null; the dataset card and
leaderboard specification mark the partial row explicitly.

LEADERBOARD.md

@@ -1,11 +1,13 @@
 # Native Hub leaderboard definitions
 
-This specification describes the website results synchronized on **5 November 2026**. It records published
+This specification describes the website results synchronized on **8 November 2026**. It records published
 model-and-harness results, not a reaggregation of later attempts. The complete table is in the dataset card and on
 the [website leaderboard](https://sciences-last-exam.org/leaderboard).
 
 **Claude Opus 5.5 and GPT-6 Astra have not yet been evaluated. Their biological safeguards can restrict biology research workflows. We are applying for research access and will add results once access is approved and evaluation is complete.** Official explanations: [Anthropic](https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/prompting-claude-opus-5-5#safeguard-refusals) · [OpenAI](https://deploymentsafety.openai.com/gpt-6-astra/biology---trusted-access-for-biology-research).
 
+**Gemini 4 Argon is evaluated on Protocol Planning, Scientific Computing, Scientific Software Operation and Experiment Observation. Hypothesis Discovery is pending, so its composite score is null and no composite is reported.**
+
 ## Task scope and metrics
 
 SLE covers **six scientific capabilities and one end-to-end research assessment**, with **113 tasks in v1**.
@@ -35,10 +37,14 @@ progress rubric are diagnostic outputs, not replacements for the official leader
 
 ## Frozen values and provenance
 
-`leaderboard-results-20261105.json` contains the current published rows, all scored assessment metrics, the source
+`leaderboard-results-20261108.json` contains the current published rows, all scored assessment metrics, the source
 website commit and the Hub model mappings. Earlier dated snapshots are retained unchanged for provenance; they
 record the scope and aggregation in use at the time. Missing infrastructure outcomes are not converted to zero.
 
+A published row can be partial: Gemini 4 Argon reports the four task-based assessments, and its `composite-score`
+stays null until Hypothesis Discovery is available. Cost and time are still reported because all four contributing
+assessments are present.
+
 Evaluations use model API endpoints with task-specific agent runtimes. Native result notes identify the harness and
 reasoning setting. These are API endpoint measurements, not measurements of locally served or quantized Hub
 checkpoints. No cryptographic verification badge is claimed.
@@ -59,7 +65,7 @@ The [Qwen model card](https://huggingface.co/Qwen/Qwen3.8-2.4T-A95B) identifies
 
 [Xiaomi's update notice](https://mimo.xiaomi.com/blog/mimo-v2-6-tool-call-repetition) states that the MOPD update reached its API on 25 September 2026 without changing `mimo-v2.6-pro`. The recorded SLE MiMo attempts are dated 29–30 October 2026. This is the evidence used to map the measured API version to `MiMo-V2.6-Pro-MOPD`; the [MOPD model card](https://huggingface.co/XiaomiMiMo/MiMo-V2.6-Pro-MOPD) also lists API and OpenRouter availability.
 
-As checked on 3 November 2026, GPT-6.1 Sol, Claude Opus 5 and Kimi K3.1 Pro do not have an established matching official Hub model repository. They remain in the complete eight-model dataset-card table. Kimi K3 is a different model and is not substituted for K3.1 Pro.
+As checked on 3 November 2026, GPT-6.1 Sol, Claude Opus 5, Gemini 4 Argon and Kimi K3.1 Pro do not have an established matching official Hub model repository. They remain in the complete nine-model dataset-card table. Kimi K3 is a different model and is not substituted for K3.1 Pro.
 
 ## Hub integration
 

README.md

@@ -81,8 +81,8 @@ Watch recorded agent runs on **42 out of 113 tasks** in [Replays](https://scienc
 ## Published results
 
 The table below matches the [website leaderboard](https://sciences-last-exam.org/leaderboard), including its
-End-to-end research component. The snapshot was synchronized on **5 November 2026** from the website's
-4 November results. Each entry evaluates a model with its agent harness.
+End-to-end research component. The snapshot was synchronized on **8 November 2026** from the website's
+8 November results. Each entry evaluates a model with its agent harness.
 
 | Model | Harness | Composite (0–100) | Cost / task (USD) | Agent time / task (s) |
 | --- | --- | ---: | ---: | ---: |
@@ -94,9 +94,12 @@ End-to-end research component. The snapshot was synchronized on **5 November 202
 | Qwen3.8 Max | Claude Code | 23.30 | $6.43 | 2,136 |
 | GLM-5.3 Flash | Claude Code | 21.33 | $0.38 | 1,726 |
 | MiniMax-M3 | Claude Code | 16.82 | $1.15 | 1,727 |
+| Gemini 4 Argon | Codex | — | $4.26 | 1,833 |
 
 **Claude Opus 5.5 and GPT-6 Astra have not yet been evaluated. Their biological safeguards can restrict biology research workflows. We are applying for research access and will add results once access is approved and evaluation is complete.** Official explanations: [Anthropic](https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/prompting-claude-opus-5-5#safeguard-refusals) · [OpenAI](https://deploymentsafety.openai.com/gpt-6-astra/biology---trusted-access-for-biology-research).
 
+**Gemini 4 Argon is evaluated on Protocol Planning, Scientific Computing, Scientific Software Operation and Experiment Observation. Hypothesis Discovery is pending, so no composite score is reported.**
+
 The composite equally weights Hypothesis Discovery, Protocol Planning, Scientific Computing, Scientific
 Software Operation, Experiment Observation and End-to-end research on a 0–100 scale, at **1/6 each**.
 End-to-end research scores **0 for all currently listed models**; this is a published result, not a fixed scoring rule. Wet-lab Execution is In construction and is not scored.
@@ -125,7 +128,7 @@ Infrastructure failures remain unscored. The runner's mean task score is a diagn
 
 See [scoring rules](https://sciences-last-exam.org/docs-scoring) and the [task specification](https://github.com/Gen-Verse/Science-Last-Exam/blob/main/docs/TASKS.md).
 The [native leaderboard specification](LEADERBOARD.md) defines Hub task IDs and metric units. The
-[current result snapshot](leaderboard-results-20261105.json) contains the published model rows and all scored
+[current result snapshot](leaderboard-results-20261108.json) contains the published model rows and all scored
 assessment metrics. Earlier dated result snapshots remain available for provenance; they use the scope and
 aggregation recorded in those files. Native Benchmark activation is managed by Hugging Face.
 
@@ -192,6 +195,7 @@ Use matching source-code, input-data and reference-data revisions. Record the da
 - **2026-11-04 — Experiment Observation:** the 13 earlier Experiment Observation task cards are replaced by 30 tasks (EO_2601_Q001 to EO_2610_Q003), three questions on each of ten complete first-person recordings of wet-lab sessions, bringing v1 to 113 tasks. The leaderboard reports all eight models on the new tasks and the composite is recomputed; the other task cards are unchanged.
 
 - **2026-11-05 — website alignment:** descriptions use six scientific capabilities and one end-to-end research assessment. The composite includes End-to-end research at weight 1/6, and the published table matches the website. Task instructions and inputs are unchanged.
+- **2026-11-08 — Gemini 4 Argon:** added Protocol Planning, Scientific Computing, Scientific Software Operation and Experiment Observation results from the 8 November evaluation. Hypothesis Discovery is pending, so no composite score is reported. The task cards and other models are unchanged.
 
 ## License and intended use
 

leaderboard-results-20261108.json

@@ -0,0 +1,275 @@
+{
+  "snapshot": "2026-11-08",
+  "scope": {
+    "protocol-planning": 40,
+    "experiment-observation": 30,
+    "scientific-computing": 23,
+    "scientific-software-operation": 14,
+    "hypothesis-discovery": {
+      "harness": "DiscoveryRSI",
+      "research_databases": [
+        "MIMIC-IV",
+        "eICU",
+        "HCC clinical cohort",
+        "UK Biobank",
+        "GEO",
+        "ArrayExpress"
+      ],
+      "unit": "hypothesis versions"
+    },
+    "end-to-end-science": 1
+  },
+  "excluded": [
+    "wet-lab-execution"
+  ],
+  "source": "https://sciences-last-exam.org/leaderboard",
+  "source_website_commit": "9a3bf921185628b8cccc3504e431668838d26d92",
+  "precision": "Published chart-label precision; not a rescore of later attempts.",
+  "models": [
+    {
+      "id": "gpt",
+      "name": "GPT-6.1 Sol",
+      "harness": "Codex",
+      "reasoning_effort": "medium",
+      "hub_model": null,
+      "metrics": {
+        "composite-score": 36.15,
+        "hypothesis-discovery-inspire-rate": 4.92,
+        "protocol-planning-mean-score": 51.0,
+        "scientific-computing-full-credit-rate": 57.0,
+        "scientific-software-operation-full-credit-rate": 64.0,
+        "experiment-observation-pass-rate": 40.0,
+        "end-to-end-research-score": 0.0
+      },
+      "hypothesis_discovery": {
+        "harness": "DiscoveryRSI",
+        "positives": 6,
+        "hypothesis_versions": 122
+      },
+      "cost_per_task_usd": 2.85475,
+      "agent_time_per_task_s": 691.5
+    },
+    {
+      "id": "claude",
+      "name": "Claude Opus 5",
+      "harness": "Claude Code",
+      "reasoning_effort": "high",
+      "hub_model": null,
+      "metrics": {
+        "composite-score": 37.5,
+        "hypothesis-discovery-inspire-rate": 7.33,
+        "protocol-planning-mean-score": 55.0,
+        "scientific-computing-full-credit-rate": 57.0,
+        "scientific-software-operation-full-credit-rate": 79.0,
+        "experiment-observation-pass-rate": 26.67,
+        "end-to-end-research-score": 0.0
+      },
+      "hypothesis_discovery": {
+        "harness": "DiscoveryRSI",
+        "positives": 25,
+        "hypothesis_versions": 341
+      },
+      "cost_per_task_usd": 19.7025,
+      "agent_time_per_task_s": 1051.25
+    },
+    {
+      "id": "gemini",
+      "name": "Gemini 4 Argon",
+      "harness": "Codex",
+      "reasoning_effort": "default",
+      "hub_model": null,
+      "metrics": {
+        "composite-score": null,
+        "hypothesis-discovery-inspire-rate": null,
+        "protocol-planning-mean-score": 46.1,
+        "scientific-computing-full-credit-rate": 39.13,
+        "scientific-software-operation-full-credit-rate": 57.14,
+        "experiment-observation-pass-rate": 50.0,
+        "end-to-end-research-score": 0.0
+      },
+      "hypothesis_discovery": null,
+      "cost_per_task_usd": 4.262225,
+      "agent_time_per_task_s": 1832.875
+    },
+    {
+      "id": "deepseek",
+      "name": "DeepSeek V4.1 Flash",
+      "harness": "Claude Code",
+      "reasoning_effort": "high",
+      "hub_model": "deepseek-ai/DeepSeek-V4.1-Flash-1017",
+      "metrics": {
+        "composite-score": 26.83,
+        "hypothesis-discovery-inspire-rate": 21.28,
+        "protocol-planning-mean-score": 55.0,
+        "scientific-computing-full-credit-rate": 39.0,
+        "scientific-software-operation-full-credit-rate": 29.0,
+        "experiment-observation-pass-rate": 16.67,
+        "end-to-end-research-score": 0.0
+      },
+      "hypothesis_discovery": {
+        "harness": "DiscoveryRSI",
+        "positives": 116,
+        "hypothesis_versions": 545
+      },
+      "cost_per_task_usd": 0.422,
+      "agent_time_per_task_s": 1265.75
+    },
+    {
+      "id": "qwen",
+      "name": "Qwen3.8 Max",
+      "harness": "Claude Code",
+      "reasoning_effort": null,
+      "hub_model": "Qwen/Qwen3.8-2.4T-A95B",
+      "metrics": {
+        "composite-score": 23.3,
+        "hypothesis-discovery-inspire-rate": 15.75,
+        "protocol-planning-mean-score": 52.0,
+        "scientific-computing-full-credit-rate": 8.7,
+        "scientific-software-operation-full-credit-rate": 50.0,
+        "experiment-observation-pass-rate": 13.33,
+        "end-to-end-research-score": 0.0
+      },
+      "mapping_sources": [
+        "https://huggingface.co/Qwen/Qwen3.8-2.4T-A95B",
+        "https://www.qwencloud.com/news/qwen-3-8-max"
+      ],
+      "mapping_note": "Official model card identifies Qwen3.8-Max as the API version based on this model; API features differ from locally served weights.",
+      "hypothesis_discovery": {
+        "harness": "DiscoveryRSI",
+        "positives": 23,
+        "hypothesis_versions": 146
+      },
+      "cost_per_task_usd": 6.4325,
+      "agent_time_per_task_s": 2136.25
+    },
+    {
+      "id": "glm",
+      "name": "GLM-5.3 Flash",
+      "harness": "Claude Code",
+      "reasoning_effort": "high",
+      "hub_model": "zai-org/GLM-5.3-Flash",
+      "metrics": {
+        "composite-score": 21.33,
+        "hypothesis-discovery-inspire-rate": 11.63,
+        "protocol-planning-mean-score": 58.0,
+        "scientific-computing-full-credit-rate": 8.7,
+        "scientific-software-operation-full-credit-rate": 43.0,
+        "experiment-observation-pass-rate": 6.67,
+        "end-to-end-research-score": 0.0
+      },
+      "hypothesis_discovery": {
+        "harness": "DiscoveryRSI",
+        "positives": 5,
+        "hypothesis_versions": 43
+      },
+      "cost_per_task_usd": 0.38375,
+      "agent_time_per_task_s": 1725.75
+    },
+    {
+      "id": "kimi",
+      "name": "Kimi K3.1 Pro",
+      "harness": "Claude Code",
+      "reasoning_effort": null,
+      "hub_model": null,
+      "metrics": {
+        "composite-score": 28.92,
+        "hypothesis-discovery-inspire-rate": 9.21,
+        "protocol-planning-mean-score": 58.0,
+        "scientific-computing-full-credit-rate": 26.0,
+        "scientific-software-operation-full-credit-rate": 57.0,
+        "experiment-observation-pass-rate": 23.33,
+        "end-to-end-research-score": 0.0
+      },
+      "hypothesis_discovery": {
+        "harness": "DiscoveryRSI",
+        "positives": 7,
+        "hypothesis_versions": 76
+      },
+      "cost_per_task_usd": 2.8935,
+      "agent_time_per_task_s": 1272.75
+    },
+    {
+      "id": "minimax",
+      "name": "MiniMax-M3",
+      "harness": "Claude Code",
+      "reasoning_effort": "high",
+      "hub_model": "MiniMaxAI/MiniMax-M3",
+      "metrics": {
+        "composite-score": 16.82,
+        "hypothesis-discovery-inspire-rate": 3.61,
+        "protocol-planning-mean-score": 43.0,
+        "scientific-computing-full-credit-rate": 22.0,
+        "scientific-software-operation-full-credit-rate": 29.0,
+        "experiment-observation-pass-rate": 3.33,
+        "end-to-end-research-score": 0.0
+      },
+      "hypothesis_discovery": {
+        "harness": "DiscoveryRSI",
+        "positives": 3,
+        "hypothesis_versions": 83
+      },
+      "cost_per_task_usd": 1.14525,
+      "agent_time_per_task_s": 1727.25
+    },
+    {
+      "id": "mimo",
+      "name": "MiMo-V2.6-Pro",
+      "harness": "Claude Code",
+      "reasoning_effort": null,
+      "hub_model": "XiaomiMiMo/MiMo-V2.6-Pro-MOPD",
+      "metrics": {
+        "composite-score": 26.4,
+        "hypothesis-discovery-inspire-rate": 12.41,
+        "protocol-planning-mean-score": 49.0,
+        "scientific-computing-full-credit-rate": 30.0,
+        "scientific-software-operation-full-credit-rate": 57.0,
+        "experiment-observation-pass-rate": 10.0,
+        "end-to-end-research-score": 0.0
+      },
+      "mapping_sources": [
+        "https://mimo.xiaomi.com/blog/mimo-v2-6-tool-call-repetition",
+        "https://huggingface.co/XiaomiMiMo/MiMo-V2.6-Pro-MOPD"
+      ],
+      "mapping_note": "Mapped from the vendor API transition notice effective 2026-09-25 and recorded evaluation dates 2026-10-29/30; an API endpoint measurement, not a local-weight run.",
+      "hypothesis_discovery": {
+        "harness": "DiscoveryRSI",
+        "positives": 17,
+        "hypothesis_versions": 137
+      },
+      "cost_per_task_usd": 0.557,
+      "agent_time_per_task_s": 2341
+    }
+  ],
+  "composite": "Equal-weight mean of six assessments on the 0–100 scale: Hypothesis Discovery, Protocol Planning, Scientific Computing, Scientific Software Operation, Experiment Observation and End-to-end research. End-to-end research scores 0 for all listed models; Wet-lab Execution is not included.",
+  "website_results_updated": "2026-11-08",
+  "framework": "Six scientific capabilities and one end-to-end research assessment",
+  "status": {
+    "wet-lab-execution": "In construction",
+    "end-to-end-science": "To be expanded"
+  },
+  "aggregation": {
+    "members": [
+      "pp",
+      "eo",
+      "sc",
+      "so",
+      "hd",
+      "e2e"
+    ],
+    "weights": [
+      0.16666666666666666,
+      0.16666666666666666,
+      0.16666666666666666,
+      0.16666666666666666,
+      0.16666666666666666,
+      0.16666666666666666
+    ],
+    "score": "Equal-weight mean of six assessments on the 0–100 scale: Hypothesis Discovery, Protocol Planning, Scientific Computing, Scientific Software Operation, Experiment Observation and End-to-end research. End-to-end research scores 0 for all listed models; Wet-lab Execution is not included.",
+    "cost_time": "Equal-weight mean of the per-task means for Protocol Planning, Scientific Computing, Scientific Software Operation and Experiment Observation. Hypothesis Discovery and End-to-end research report neither. Not a task-count-weighted pooled mean.",
+    "precision": "Protocol Planning, Scientific Computing, Scientific Software Operation and Experiment Observation values are calculated from the rounded source chart values; Hypothesis Discovery values are reported to two decimals.",
+    "missing": "The score remains null unless all six assessment scores are available; cost and time remain null unless all four reported values are available."
+  },
+  "notes": [
+    "Gemini 4 Argon is evaluated on Protocol Planning, Scientific Computing, Scientific Software Operation and Experiment Observation. Hypothesis Discovery is pending, so its composite score is null."
+  ]
+}