Files
s-LLM-project/data/results/math_IO_qwen2.5_32b_20260703_151016.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": "math",
"samples": 10,
"correct": 8,
"accuracy": 0.8,
"avg_time_s": 0.89
},
"details": [
{
"question": "Find the value of $x$ such that $\\sqrt{4x + 5} = 7$.",
"expected": "11",
"predicted": "12",
"full_response": "12",
"correct": false,
"time_s": 0.49,
"tokens": 1
},
{
"question": "A box contains 5 red balls and 7 blue balls. If two balls are drawn at random without replacement, what is the probability that both balls are red? Express your answer as a fraction in simplest form.",
"expected": "5/33",
"predicted": "5/33",
"full_response": "5/33",
"correct": true,
"time_s": 0.65,
"tokens": 2
},
{
"question": "What is the sum of the first 20 positive integers?",
"expected": "210",
"predicted": "210",
"full_response": "210",
"correct": true,
"time_s": 0.85,
"tokens": 2
},
{
"question": "If $f(x) = 2x^2 + 3x - 5$, find $f(-2)$.",
"expected": "-3",
"predicted": "-7",
"full_response": "-7",
"correct": false,
"time_s": 1.0,
"tokens": 1
},
{
"question": "The sum of two numbers is 20 and their difference is 4. What is the product of the two numbers?",
"expected": "96",
"predicted": "96",
"full_response": "96",
"correct": true,
"time_s": 0.95,
"tokens": 1
},
{
"question": "How many distinguishable permutations can be made from the letters in the word 'MISSISSIPPI'?",
"expected": "34650",
"predicted": "34650",
"full_response": "34650",
"correct": true,
"time_s": 1.17,
"tokens": 2
},
{
"question": "Find the area of a circle with circumference $8\\pi$.",
"expected": "16\\pi",
"predicted": "16",
"full_response": "$16\\pi$",
"correct": true,
"time_s": 1.11,
"tokens": 3
},
{
"question": "If $\\log_2(x) + \\log_2(x-2) = 3$, find $x$.",
"expected": "4",
"predicted": "4",
"full_response": "4",
"correct": true,
"time_s": 0.82,
"tokens": 1
},
{
"question": "A geometric sequence has first term 3 and common ratio 2. What is the 8th term?",
"expected": "384",
"predicted": "384",
"full_response": "384",
"correct": true,
"time_s": 1.01,
"tokens": 2
},
{
"question": "How many ways can 5 people be arranged in a line?",
"expected": "120",
"predicted": "120",
"full_response": "120",
"correct": true,
"time_s": 0.85,
"tokens": 2
}
]
}