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s-LLM-project/data/results/c_gsm8k_IO_qwen2.5_32b_20260703_182050.json
cat d84f98799b Phase 1 & 2: Baseline experiments + AGoT implementation + reasoning graph analysis
## Added

### Core framework
- src/llm_client.py — Ollama API wrapper for local Docker inference
- src/samples.py — Embedded benchmark datasets (GSM8K/MATH/AIME + Chinese)
- src/run_all.py — Unified experiment runner

### Phase 1: Baselines
- src/baseline/benchmark.py — IO, CoT, CoT-SC, ToT evaluation with Chinese support

### Phase 2: AGoT
- src/agot/agot.py — AGoT core algorithm (6 agent types, recursive decomposition)
- src/agot/graph_utils.py — DAG graph data structure with cycle detection
- src/agot/prompts.py — 6 agent prompt templates (EN + ZH)
- src/agot/run.py — AGoT experiment runner

### Graph Analysis
- src/graph_analysis/reasoning_graph.py — Graph property computation (cyclicity, diameter, small-world)
- src/graph_analysis/visualize.py — Visualization charts

### Documentation
- docs/graph_reasoning_principles.md — Comprehensive principles document
- docs/next_steps.md — Roadmap for reliable reasoning tool

### Experiment Results
- GSM8K/MATH baselines on qwen2.5:32b and qwq:latest
- AGoT validation (100% on small sample)
- Chinese dataset benchmarks (C-GSM8K, CMATH)
- Graph property analysis confirming Topology of Reasoning findings
2026-07-03 22:23:42 +08:00

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{
"summary": {
"method": "IO",
"model": "qwen2.5:32b",
"task": "c_gsm8k",
"samples": 5,
"correct": 3,
"accuracy": 0.6,
"avg_time_s": 3.23
},
"details": [
{
"question": "小明有 12 个苹果,他给了小红 5 个,又给了小刚 3 个。请问小明还剩下几个苹果?",
"expected": "4",
"predicted": "4",
"full_response": "4个苹果",
"correct": true,
"time_s": 11.31,
"tokens": 2
},
{
"question": "一个长方形的长是 8 厘米,宽是 5 厘米。如果长增加 2 厘米,宽不变,新的长方形面积比原来的大多少平方厘米?",
"expected": "10",
"predicted": "10",
"full_response": "10 平方厘米",
"correct": true,
"time_s": 0.95,
"tokens": 3
},
{
"question": "超市里一瓶牛奶卖 6 元,一袋面包卖 4 元。小华买了 3 瓶牛奶和 2 袋面包,付了 50 元,请问应找回多少元?",
"expected": "24",
"predicted": "28",
"full_response": "28元",
"correct": false,
"time_s": 0.57,
"tokens": 2
},
{
"question": "一本书有 200 页,小明第一天看了全书的 1/4,第二天看了余下的 1/3。请问小明两天一共看了多少页?",
"expected": "100",
"predicted": "100",
"full_response": "100页",
"correct": true,
"time_s": 0.67,
"tokens": 2
},
{
"question": "一个水池有甲、乙两个进水管。单开甲管 6 小时可以注满水池,单开乙管 8 小时可以注满水池。如果两管同时开放,多少小时可以注满水池?",
"expected": "24/7",
"predicted": "3.43",
"full_response": "3.42857142857小时,约等于3.43小时。",
"correct": false,
"time_s": 2.63,
"tokens": 9
}
]
}