liqiang
b119135836
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52 lines
9.8 KiB
XML
52 lines
9.8 KiB
XML
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<rect x="20" y="55" width="350" height="310" rx="8" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
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<text x="32" y="73" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">Q-learning Agent</text>
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<text x="422" y="73" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">LLM Agent（Kimi K2）</text>
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<rect x="35" y="85" width="320" height="48" rx="6" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
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<text x="195.0" y="109.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">State: hash code 0x3A7F</text>
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<text x="195" y="123" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">room=2, items=[key], doors=[N]</text>
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<text x="195.0" y="171.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Q-table lookup</text>
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<text x="195" y="185" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">145 states × 7 actions = 1015 entries</text>
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<rect x="35" y="209" width="320" height="48" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
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<text x="195.0" y="233.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">ε-greedy selection</text>
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<text x="195" y="247" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">ε=0.1 → 90% optimal / 10% random</text>
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<line x1="195" y1="197" x2="195" y2="207" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
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<rect x="35" y="271" width="320" height="48" rx="6" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
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<text x="195.0" y="295.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Action: integer ID</text>
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<text x="195" y="309" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">a=3 → "move north" (no semantic understanding)</text>
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<line x1="195" y1="259" x2="195" y2="269" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
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<rect x="425" y="85" width="320" height="48" rx="6" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
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<text x="585.0" y="109.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">State: natural language description</text>
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<text x="585" y="123" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">"The storage room has a red key, the north door is locked"</text>
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<rect x="425" y="147" width="320" height="48" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
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<text x="585.0" y="171.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">LLM reasoning + experience buffer</text>
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<text x="585" y="185" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Reasoning: "Door locked → need key → get key"</text>
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<line x1="585" y1="135" x2="585" y2="145" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
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<rect x="425" y="209" width="320" height="48" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
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<text x="585.0" y="233.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Semantic action selection</text>
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<text x="585" y="247" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Understand conceptual relationships, make purposeful decisions</text>
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<line x1="585" y1="197" x2="585" y2="207" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
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<rect x="425" y="271" width="320" height="48" rx="6" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
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<text x="585.0" y="295.0" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Action: structured instruction</text>
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<text x="585" y="309" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">{"action":"pick_up","target":"red_key"}</text>
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<line x1="585" y1="259" x2="585" y2="269" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
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<rect x="30" y="382" width="720" height="105" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
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<text x="390" y="404" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Performance comparison</text>
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<text x="200" y="424" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Metric</text>
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<text x="380" y="424" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Q-learning</text>
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<text x="600" y="424" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">LLM Agent</text>
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<text x="200" y="442" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">First completion</text>
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<text x="380" y="442" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">~7000 episodes</text>
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<text x="600" y="442" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Episode 1 (17 steps)</text>
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<text x="200" y="460" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Final win rate</text>
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<text x="380" y="460" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">100% (after 10K ep)</text>
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<text x="600" y="460" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">~90% (instant)</text>
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<text x="200" y="478" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Computation cost</text>
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<text x="380" y="478" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">10 sec / 10K ep</text>
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<text x="600" y="478" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">1-2 min / episode</text>
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