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BlockRunAI
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agent-money-bench

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finance
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Improve leaderboard table readability

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  1. README.md +105 -12
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@@ -49,18 +49,111 @@ The dataset viewer contains the **eight public examples**. Benchmark results bel
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  [![Wasted spend per $100 for 10 models in two tiers, each bar split into what Adversarial Marketplace and Financial Research add, with 95% intervals](https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/wasted-spend.png)](https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/wasted-spend.png)
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- | Tier | Model | Normalized<br>wasted&nbsp;/&nbsp;$100&nbsp;↓ | 95% CI | Money<br>loss | Value<br>loss | Actual<br>wasted&nbsp;/&nbsp;spent |
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- |:---:|:---|---:|---:|---:|---:|---:|
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- | 1 | <img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/anthropic.svg" alt="Anthropic" width="20" height="20">&nbsp;Claude&nbsp;Opus&nbsp;5.5 | **$25.0** | $18.7&#8288;–&#8288;31.2 | $0.0 | $25.0 | 25.9% |
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- | 1 | <img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/openai.svg" alt="OpenAI" width="20" height="20">&nbsp;GPT-6.1&nbsp;Sol | **$27.9** | $9.5&#8288;–&#8288;39.2 | $0.0 | $27.9 | 34.9% |
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- | 1 | <img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/openai.svg" alt="OpenAI" width="20" height="20">&nbsp;GPT-6&nbsp;Astra | **$33.3** | $15.3&#8288;–&#8288;42.4 | $0.0 | $33.3 | 46.7% |
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- | 1 | <img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/google.svg" alt="Google" width="20" height="20">&nbsp;Gemini&nbsp;4&nbsp;Argon | **$34.3** | $25.0&#8288;–&#8288;42.1 | $0.0 | $34.3 | 57.0% |
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- | 1 | <img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/anthropic.svg" alt="Anthropic" width="20" height="20">&nbsp;Claude&nbsp;Fable&nbsp;5.1 | **$37.9** | $25.5&#8288;–&#8288;48.6 | $6.3 | $31.6 | 39.6% |
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- | 2 | <img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/anthropic.svg" alt="Anthropic" width="20" height="20">&nbsp;Claude&nbsp;Sonnet&nbsp;5.5 | **$56.3** | $46.2&#8288;–&#8288;65.1 | $15.3 | $40.9 | 55.6% |
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- | 2 | <img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/zai.svg" alt="Z.ai" width="20" height="20">&nbsp;GLM&nbsp;5.3 | **$58.3** | $48.0&#8288;–&#8288;66.9 | $20.0 | $38.2 | 65.7% |
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- | 2 | <img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/deepseek.svg" alt="DeepSeek" width="20" height="20">&nbsp;DeepSeek&nbsp;V4&nbsp;Pro | **$65.3** | $55.0&#8288;–&#8288;73.6 | $27.0 | $38.2 | 66.9% |
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- | 2 | <img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/moonshot.svg" alt="Moonshot" width="20" height="20">&nbsp;Kimi&nbsp;K3.1&nbsp;Pro | **$66.3** | $57.6&#8288;–&#8288;74.1 | $19.9 | $46.4 | 83.2% |
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- | 2 | <img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/openai.svg" alt="OpenAI" width="20" height="20">&nbsp;GPT-6&nbsp;Luna | **$71.0** | $63.9&#8288;–&#8288;77.6 | $25.2 | $45.8 | 73.5% |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  Each track counts as $50 of the $100. Money loss is the whole cost of Adversarial Marketplace tasks with a payment error (a raised price, an expired quote, paying twice, going over budget), even when the answer was right; value loss is spend on every other failed task and on the rubric shortfall of Financial Research answers. Actual wasted / spent pools both tracks without the weighting. Tiers group models whose 95% intervals overlap the leader's. [Rules, method and dollar amounts →](https://huggingface.co/datasets/BlockRunAI/agent-money-bench/blob/main/results/README.md#wasted-spend)
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  [![Wasted spend per $100 for 10 models in two tiers, each bar split into what Adversarial Marketplace and Financial Research add, with 95% intervals](https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/wasted-spend.png)](https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/wasted-spend.png)
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+ <div class="overflow-x-auto max-w-full" style="overflow-x:auto;max-width:100%;">
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+ <table class="w-full" style="display:table;width:100%;min-width:720px;font-size:14px;line-height:1.45;margin:0;">
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+ <thead><tr>
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+ <th class="text-center whitespace-nowrap" style="text-align:center;white-space:nowrap;padding:12px 10px;vertical-align:middle;">Tier</th>
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+ <th class="text-left whitespace-nowrap" style="text-align:left;white-space:nowrap;padding:12px 10px;vertical-align:middle;">Model</th>
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+ <th class="text-right whitespace-nowrap" style="text-align:right;white-space:nowrap;padding:12px 10px;vertical-align:middle;">Normalized<br>waste / $100 ↓</th>
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+ <th class="text-right whitespace-nowrap" style="text-align:right;white-space:nowrap;padding:12px 10px;vertical-align:middle;">95% CI</th>
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+ <th class="text-right whitespace-nowrap" style="text-align:right;white-space:nowrap;padding:12px 10px;vertical-align:middle;">Money<br>loss</th>
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+ <th class="text-right whitespace-nowrap" style="text-align:right;white-space:nowrap;padding:12px 10px;vertical-align:middle;">Value<br>loss</th>
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+ <th class="text-right whitespace-nowrap" style="text-align:right;white-space:nowrap;padding:12px 10px;vertical-align:middle;">Actual<br>waste / spent</th>
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+ </tr></thead>
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+ <tbody>
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+ <tr>
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+ <td class="text-center whitespace-nowrap tabular-nums" style="text-align:center;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">1</td>
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+ <td class="text-left whitespace-nowrap tabular-nums" style="text-align:left;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><span class="inline-flex items-center gap-2 whitespace-nowrap" style="display:inline-flex;align-items:center;gap:8px;white-space:nowrap;"><img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/anthropic.svg" alt="Anthropic" width="18" height="18" class="inline-block shrink-0" style="display:inline-block;width:18px;height:18px;margin:0;vertical-align:middle;flex-shrink:0;"><span>Claude&nbsp;Opus&nbsp;5.5</span></span></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><strong>$25.0</strong></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$18.7&#8288;–&#8288;31.2</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$0.0</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$25.0</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">25.9%</td>
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+ </tr>
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+ <tr>
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+ <td class="text-center whitespace-nowrap tabular-nums" style="text-align:center;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">1</td>
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+ <td class="text-left whitespace-nowrap tabular-nums" style="text-align:left;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><span class="inline-flex items-center gap-2 whitespace-nowrap" style="display:inline-flex;align-items:center;gap:8px;white-space:nowrap;"><img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/openai.svg" alt="OpenAI" width="18" height="18" class="inline-block shrink-0" style="display:inline-block;width:18px;height:18px;margin:0;vertical-align:middle;flex-shrink:0;"><span>GPT-6.1&nbsp;Sol</span></span></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><strong>$27.9</strong></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$9.5&#8288;–&#8288;39.2</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$0.0</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$27.9</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">34.9%</td>
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+ </tr>
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+ <tr>
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+ <td class="text-center whitespace-nowrap tabular-nums" style="text-align:center;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">1</td>
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+ <td class="text-left whitespace-nowrap tabular-nums" style="text-align:left;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><span class="inline-flex items-center gap-2 whitespace-nowrap" style="display:inline-flex;align-items:center;gap:8px;white-space:nowrap;"><img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/openai.svg" alt="OpenAI" width="18" height="18" class="inline-block shrink-0" style="display:inline-block;width:18px;height:18px;margin:0;vertical-align:middle;flex-shrink:0;"><span>GPT-6&nbsp;Astra</span></span></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><strong>$33.3</strong></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$15.3&#8288;–&#8288;42.4</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$0.0</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$33.3</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">46.7%</td>
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+ </tr>
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+ <tr>
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+ <td class="text-center whitespace-nowrap tabular-nums" style="text-align:center;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">1</td>
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+ <td class="text-left whitespace-nowrap tabular-nums" style="text-align:left;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><span class="inline-flex items-center gap-2 whitespace-nowrap" style="display:inline-flex;align-items:center;gap:8px;white-space:nowrap;"><img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/google.svg" alt="Google" width="18" height="18" class="inline-block shrink-0" style="display:inline-block;width:18px;height:18px;margin:0;vertical-align:middle;flex-shrink:0;"><span>Gemini&nbsp;4&nbsp;Argon</span></span></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><strong>$34.3</strong></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$25.0&#8288;–&#8288;42.1</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$0.0</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$34.3</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">57.0%</td>
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+ </tr>
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+ <tr>
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+ <td class="text-center whitespace-nowrap tabular-nums" style="text-align:center;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">1</td>
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+ <td class="text-left whitespace-nowrap tabular-nums" style="text-align:left;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><span class="inline-flex items-center gap-2 whitespace-nowrap" style="display:inline-flex;align-items:center;gap:8px;white-space:nowrap;"><img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/anthropic.svg" alt="Anthropic" width="18" height="18" class="inline-block shrink-0" style="display:inline-block;width:18px;height:18px;margin:0;vertical-align:middle;flex-shrink:0;"><span>Claude&nbsp;Fable&nbsp;5.1</span></span></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><strong>$37.9</strong></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$25.5&#8288;–&#8288;48.6</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$6.3</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$31.6</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">39.6%</td>
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+ </tr>
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+ <tr>
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+ <td class="text-center whitespace-nowrap tabular-nums" style="text-align:center;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">2</td>
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+ <td class="text-left whitespace-nowrap tabular-nums" style="text-align:left;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><span class="inline-flex items-center gap-2 whitespace-nowrap" style="display:inline-flex;align-items:center;gap:8px;white-space:nowrap;"><img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/anthropic.svg" alt="Anthropic" width="18" height="18" class="inline-block shrink-0" style="display:inline-block;width:18px;height:18px;margin:0;vertical-align:middle;flex-shrink:0;"><span>Claude&nbsp;Sonnet&nbsp;5.5</span></span></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><strong>$56.3</strong></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$46.2&#8288;–&#8288;65.1</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$15.3</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$40.9</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">55.6%</td>
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+ </tr>
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+ <tr>
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+ <td class="text-center whitespace-nowrap tabular-nums" style="text-align:center;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">2</td>
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+ <td class="text-left whitespace-nowrap tabular-nums" style="text-align:left;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><span class="inline-flex items-center gap-2 whitespace-nowrap" style="display:inline-flex;align-items:center;gap:8px;white-space:nowrap;"><img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/zai.svg" alt="Z.ai" width="18" height="18" class="inline-block shrink-0" style="display:inline-block;width:18px;height:18px;margin:0;vertical-align:middle;flex-shrink:0;"><span>GLM&nbsp;5.3</span></span></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><strong>$58.3</strong></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$48.0&#8288;–&#8288;66.9</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$20.0</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$38.2</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">65.7%</td>
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+ </tr>
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+ <tr>
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+ <td class="text-center whitespace-nowrap tabular-nums" style="text-align:center;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">2</td>
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+ <td class="text-left whitespace-nowrap tabular-nums" style="text-align:left;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><span class="inline-flex items-center gap-2 whitespace-nowrap" style="display:inline-flex;align-items:center;gap:8px;white-space:nowrap;"><img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/deepseek.svg" alt="DeepSeek" width="18" height="18" class="inline-block shrink-0" style="display:inline-block;width:18px;height:18px;margin:0;vertical-align:middle;flex-shrink:0;"><span>DeepSeek&nbsp;V4&nbsp;Pro</span></span></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><strong>$65.3</strong></td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$55.0&#8288;–&#8288;73.6</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$27.0</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$38.2</td>
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+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">66.9%</td>
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+ </tr>
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+ <tr>
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+ <td class="text-center whitespace-nowrap tabular-nums" style="text-align:center;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">2</td>
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+ <td class="text-left whitespace-nowrap tabular-nums" style="text-align:left;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><span class="inline-flex items-center gap-2 whitespace-nowrap" style="display:inline-flex;align-items:center;gap:8px;white-space:nowrap;"><img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/moonshot.svg" alt="Moonshot" width="18" height="18" class="inline-block shrink-0" style="display:inline-block;width:18px;height:18px;margin:0;vertical-align:middle;flex-shrink:0;"><span>Kimi&nbsp;K3.1&nbsp;Pro</span></span></td>
139
+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><strong>$66.3</strong></td>
140
+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$57.6&#8288;–&#8288;74.1</td>
141
+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$19.9</td>
142
+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$46.4</td>
143
+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">83.2%</td>
144
+ </tr>
145
+ <tr>
146
+ <td class="text-center whitespace-nowrap tabular-nums" style="text-align:center;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">2</td>
147
+ <td class="text-left whitespace-nowrap tabular-nums" style="text-align:left;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><span class="inline-flex items-center gap-2 whitespace-nowrap" style="display:inline-flex;align-items:center;gap:8px;white-space:nowrap;"><img src="https://huggingface.co/datasets/BlockRunAI/agent-money-bench/resolve/main/assets/providers/openai.svg" alt="OpenAI" width="18" height="18" class="inline-block shrink-0" style="display:inline-block;width:18px;height:18px;margin:0;vertical-align:middle;flex-shrink:0;"><span>GPT-6&nbsp;Luna</span></span></td>
148
+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;"><strong>$71.0</strong></td>
149
+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$63.9&#8288;–&#8288;77.6</td>
150
+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$25.2</td>
151
+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">$45.8</td>
152
+ <td class="text-right whitespace-nowrap tabular-nums" style="text-align:right;white-space:nowrap;font-variant-numeric:tabular-nums;padding:10px;vertical-align:middle;">73.5%</td>
153
+ </tr>
154
+ </tbody>
155
+ </table>
156
+ </div>
157
 
158
  Each track counts as $50 of the $100. Money loss is the whole cost of Adversarial Marketplace tasks with a payment error (a raised price, an expired quote, paying twice, going over budget), even when the answer was right; value loss is spend on every other failed task and on the rubric shortfall of Financial Research answers. Actual wasted / spent pools both tracks without the weighting. Tiers group models whose 95% intervals overlap the leader's. [Rules, method and dollar amounts →](https://huggingface.co/datasets/BlockRunAI/agent-money-bench/blob/main/results/README.md#wasted-spend)
159