diff --git a/experiments/RESULTS.md b/experiments/RESULTS.md
new file mode 100644
index 0000000..a90266d
--- /dev/null
+++ b/experiments/RESULTS.md
@@ -0,0 +1,99 @@
+# Experiment Results — RAGSAK Context Strategies
+
+**Date**: 2026-07-11
+**Codebase**: RAGSAK (462 .kt files, 1594 methods, 137 packages)
+
+## Summary Table
+
+| Strategy | Contexts | SORE OK | Coverage | Notes |
+|----------|----------|---------|----------|-------|
+| Baseline (package) | 116 | 2 | 0.6% | Current approach — terrible |
+| File path k=1 | 43 | 2 | 1.1% | Structural — no better than baseline |
+| File path k=2 | 54 | 2 | 1.1% | Same — structural doesn't help |
+| File path k=3 | 54 | 2 | 1.1% | Same — structural doesn't help |
+| **First 1 symbol** | 134 | **20** | **4.6%** | Behavioral — 10× better |
+| **First 2 symbols** | 141 | **39** | **9.8%** | Behavioral — 20× better |
+| **First 3 symbols** | 117 | **47** | **12.0%** | Behavioral — **winner** |
+| Two-dim (p1,s1) | 151 | 24 | 6.3% | Hybrid — worse than behavioral alone |
+| Two-dim (p1,s2) | 119 | 33 | 8.7% | Hybrid — worse than behavioral alone |
+| Two-dim (p2,s1) | 146 | 24 | 6.3% | Hybrid — worse than behavioral alone |
+| Two-dim (p2,s2) | 117 | 33 | 8.7% | Hybrid — worse than behavioral alone |
+| Return type heuristic | 5 | 0 | 0.0% | Too coarse — useless |
+
+## Key Findings
+
+### 1. Behavioral grouping > Structural grouping
+- File path strategies (A) produce same results as baseline — structural similarity doesn't predict behavioral similarity
+- First-k-symbols strategies (B) produce 20× more SOREs — behavioral prefix is the right signal
+- **Winner: Option B, k=3** — 47 SOREs, 12% coverage
+
+### 2. Two-dimensional doesn't help
+- Adding file path to behavioral grouping **reduces** performance
+- The structural component drags down the behavioral signal
+- Conclusion: **drop the structural dimension entirely**
+
+### 3. The successful SOREs reveal real patterns
+
+**Test patterns** (most common):
+- `post.uri.exchange.expectStatus.(expectBody.jsonPath.isEqualTo)?` — HTTP test flow
+- `runTest.post.uri.bodyValue.(ChatRequest|SessionChatRequest).exchange.expectStatus` — test setup
+- `every.getJobStatus.get.uri.exchange.expectStatus.(expectBody.jsonPath.isEqualTo)?` — polling pattern
+
+**Assertion patterns**:
+- `assertEquals.(of.(assertFailsWith)?)+` — assertion chain
+- `filesIn.assertTrue.(hasImport)+` — file validation
+- `trim.lowercase.(warn)+` — string processing
+
+**Mock patterns**:
+- `mockk.every....` — mock setup
+- `clearAllMocks` — cleanup
+
+**CRUD patterns**:
+- `info.deleteByJobId` — delete operation
+- `info.deleteByKnowledgeBaseId` — delete operation
+- `update.trimIndent.now.insertRow` — update operation
+
+### 4. Why coverage is still low (12%)
+- Most methods have **unique call patterns** — they don't share a 3-symbol prefix with any other method
+- The 3-symbol prefix is too specific for diverse codebases
+- Need either:
+  - More data (more codebases to train on)
+  - Looser grouping (k=1 or k=2, but with merging)
+  - Symbol coarsening (collapse specific symbols into categories)
+
+### 5. Smart filters work well
+- `max_unique_ratio=0.85`: Skips 60-80% of groups (too diverse)
+- `max_alphabet=20`: Skips groups with too many unique symbols
+- `max_soa_edges=100`: Skips complex SOAs that would be slow
+- **Result**: Experiment runs in <1s instead of minutes
+
+## Successful SORE Examples (Top 10 by group size)
+
+| Context | Methods | Unique Ratio | SORE |
+|---------|---------|--------------|------|
+| `ery {.stKnowledgeBases().gRequest(m` | 12 | 0.333 | `ery {.stKnowledgeBases().gRequest(m.(ckKnowledgeBase(re.ertEquals(Kn."k\|eckKnowledgeBase(r.(sertEquals(K.("\|(sertEquals(` |
+| `mockk` | 11 | 0.091 | `mockk` |
+| `filesIn.assertTrue.hasImport` | 7 | 0.286 | `filesIn.assertTrue.(hasImport)+` |
+| `of` | 7 | 0.143 | `of` |
+| `assertEquals.of.assertFailsWith` | 7 | 0.429 | `assertEquals.(of.(assertFailsWith)?)+` |
+| `filesIn.filter.contains` | 5 | 0.400 | `filesIn.filter.contains.assertTrue.(hasImport)+` |
+| `trim.lowercase.warn` | 5 | 0.400 | `trim.lowercase.(warn)+` |
+| `DoclingConfig.assertThatThrownBy.validateCriticalSettings` | 5 | 0.200 | `DoclingConfig.assertThatThrownBy.validateCriticalSettings.isInstanceOf.hasMessageContaining` |
+| `defaultCapabilityId` | 4 | 0.250 | `defaultCapabilityId` |
+| `clearAllMocks` | 4 | 0.250 | `clearAllMocks` |
+
+## Next Steps
+
+1. **Symbol coarsening**: Collapse specific symbols into categories (GETTER, SETTER, BUILDER, etc.) to reduce fragmentation
+2. **Hierarchical grouping**: Group by k=1 first, then sub-group by k=2 within each group
+3. **Merge similar contexts**: After initial grouping, merge contexts with similar SOREs (Bex's Reduce algorithm)
+4. **Test on more codebases**: RAGSAK may not be representative — need more data
+5. **Accept the limit**: Some methods are genuinely unique — 12% coverage may be the ceiling for this approach
+
+## Files Generated
+
+- `experiments/results/summary.json` — metrics for all strategies
+- `experiments/results/*.json` — detailed results per strategy
+- `experiments/context_eval.py` — experiment runner script
+- `Papers/02-06-2026/context-design-analysis.md` — analysis of all options
+- `Papers/02-06-2026/bex-research-summary.md` — summary of Bex's papers
diff --git a/experiments/context_eval.py b/experiments/context_eval.py
new file mode 100644
index 0000000..e2b9eed
--- /dev/null
+++ b/experiments/context_eval.py
@@ -0,0 +1,300 @@
+"""Context Strategy Experiments — Test all context strategies on RAGSAK.
+
+Preserves results in experiments/results/ for future reference.
+"""
+
+import json
+import os
+import time
+from collections import defaultdict, Counter
+from pathlib import Path
+
+from bex.tag_preprocessor.analyze import (
+    _preprocess_files, _file_to_package, frequency_filter, scan_directory
+)
+from bex.twotinf import build_soa
+from bex.rwr0 import rwr0
+from bex.crx import CRX
+from bex.idregex import idregex
+from bex.mdl import lang_size_score
+
+
+BASE = "/home/tobi/Desktop/kesai/RAGSAK"
+RESULTS_DIR = Path(__file__).parent / "results"
+
+
+def load_data():
+    """Load all Kotlin files from RAGSAK."""
+    groups = scan_directory(BASE)
+    kt_files = groups.get(".kt", [])
+    sequences, seq_files = _preprocess_files(kt_files)
+    symbol_seqs = [[text for _, text, _ in seq] for seq in sequences]
+    packages = [_file_to_package(fp, BASE) for fp in seq_files]
+    return symbol_seqs, packages, seq_files
+
+
+def context_file_path_k(symbol_seqs, packages, k):
+    """Option A: Group by last k components of file path."""
+    contexts = defaultdict(list)
+    for i, seq in enumerate(symbol_seqs):
+        pkg = packages[i]
+        components = pkg.split("/")
+        ctx = tuple(components[-k:]) if len(components) >= k else tuple(components)
+        contexts[ctx].append(seq)
+    return contexts
+
+
+def context_first_k_symbols(symbol_seqs, k):
+    """Option B: Group by first k symbols of call sequence."""
+    contexts = defaultdict(list)
+    for seq in symbol_seqs:
+        if not seq:
+            contexts[("ε",)].append(seq)
+        else:
+            ctx = tuple(seq[:k])
+            contexts[ctx].append(seq)
+    return contexts
+
+
+def context_two_d(symbol_seqs, packages, path_k, sym_k):
+    """Option C: Two-dimensional (path_k, first_k_symbols)."""
+    contexts = defaultdict(list)
+    for i, seq in enumerate(symbol_seqs):
+        pkg = packages[i]
+        components = pkg.split("/")
+        path_ctx = tuple(components[-path_k:]) if len(components) >= path_k else tuple(components)
+        if not seq:
+            sym_ctx = ("ε",)
+        else:
+            sym_ctx = tuple(seq[:sym_k])
+        ctx = path_ctx + sym_ctx
+        contexts[ctx].append(seq)
+    return contexts
+
+
+def context_return_type_heuristic(symbol_seqs):
+    """Option H: Group by return type heuristic (based on last symbol)."""
+    contexts = defaultdict(list)
+    for seq in symbol_seqs:
+        if not seq:
+            contexts[("ε",)].append(seq)
+        else:
+            # Heuristic: last symbol often indicates return type
+            last = seq[-1]
+            if last.startswith("return"):
+                ctx = ("RETURN_" + last.split()[1] if len(last.split()) > 1 else "RETURN_OTHER",)
+            elif last in ("true", "false"):
+                ctx = ("RETURN_BOOL",)
+            elif last.startswith("set") or last.startswith("put"):
+                ctx = ("SIDE_EFFECT",)
+            else:
+                ctx = ("RETURN_VALUE",)
+            contexts[ctx].append(seq)
+    return contexts
+
+
+def evaluate_context(contexts, label, min_methods=3, max_methods=50,
+                     max_unique_ratio=0.85, max_alphabet=20, max_soa_edges=100):
+    """Evaluate a context grouping: learn SOREs, collect metrics.
+
+    Smart filters before attempting REWRITE:
+    - max_methods: skip groups too large (will fail, waste time)
+    - max_unique_ratio: skip if sequences are too diverse
+    - max_alphabet: skip if too many unique symbols (SORE can't compress)
+    - max_soa_edges: skip if SOA is too complex (REWRITE will be slow)
+    """
+    results = {
+        "strategy": label,
+        "total_contexts": len(contexts),
+        "meaningful_contexts": 0,
+        "total_methods": 0,
+        "methods_in_good_groups": 0,
+        "sore_successes": 0,
+        "sore_failures": 0,
+        "skip_reasons": {},
+        "groups": [],
+    }
+
+    for ctx, seqs in sorted(contexts.items(), key=lambda x: -len(x[1])):
+        n = len(seqs)
+        results["total_methods"] += n
+        if n < min_methods:
+            continue
+        results["meaningful_contexts"] += 1
+
+        unique = len(set(tuple(s) for s in seqs))
+        unique_ratio = unique / n if n else 1.0
+
+        # Filter: too many methods
+        if n > max_methods:
+            results["skip_reasons"]["too_large"] = results["skip_reasons"].get("too_large", 0) + 1
+            results["groups"].append({
+                "context": str(ctx), "methods": n, "unique": unique,
+                "unique_ratio": round(unique_ratio, 3),
+                "sore": "SKIP(too_large)", "sore_success": False,
+            })
+            continue
+
+        # Filter: too diverse
+        if unique_ratio > max_unique_ratio:
+            results["skip_reasons"]["too_diverse"] = results["skip_reasons"].get("too_diverse", 0) + 1
+            results["groups"].append({
+                "context": str(ctx), "methods": n, "unique": unique,
+                "unique_ratio": round(unique_ratio, 3),
+                "sore": "SKIP(too_diverse)", "sore_success": False,
+            })
+            continue
+
+        # Filter: too many unique symbols
+        alphabet = set()
+        for seq in seqs:
+            alphabet.update(seq)
+        if len(alphabet) > max_alphabet:
+            results["skip_reasons"]["large_alphabet"] = results["skip_reasons"].get("large_alphabet", 0) + 1
+            results["groups"].append({
+                "context": str(ctx), "methods": n, "unique": unique,
+                "unique_ratio": round(unique_ratio, 3),
+                "sore": "SKIP(large_alphabet)", "sore_success": False,
+            })
+            continue
+
+        # Filter: rare symbols
+        filtered = frequency_filter(
+            [[(j, s, 0) for j, s in enumerate(seq)] for seq in seqs],
+            min_coverage=0.0,
+        )
+        clean = [[text for _, text, _ in r] for r in filtered]
+        clean = [s for s in clean if s]
+
+        if len(clean) < 2:
+            results["skip_reasons"]["empty_after_filter"] = results["skip_reasons"].get("empty_after_filter", 0) + 1
+            continue
+
+        # Build SOA and check complexity before REWRITE
+        soa = build_soa(clean)
+        n_edges = sum(len(v) for v in soa._succ.values())
+        if n_edges > max_soa_edges:
+            results["skip_reasons"]["complex_soa"] = results["skip_reasons"].get("complex_soa", 0) + 1
+            results["groups"].append({
+                "context": str(ctx), "methods": n, "unique": unique,
+                "unique_ratio": round(unique_ratio, 3),
+                "sore": "SKIP(complex_soa)", "sore_success": False,
+            })
+            continue
+
+        # Learn SORE
+        sore = rwr0(soa)
+
+        group_info = {
+            "context": str(ctx),
+            "methods": n,
+            "unique": unique,
+            "unique_ratio": round(unique_ratio, 3),
+            "sore": sore[:200] if sore not in ("∅",) else sore,
+            "sore_success": sore != "∅",
+        }
+
+        if sore != "∅":
+            results["sore_successes"] += 1
+            results["methods_in_good_groups"] += n
+        else:
+            results["sore_failures"] += 1
+
+        results["groups"].append(group_info)
+
+    results["coverage"] = (
+        round(results["methods_in_good_groups"] / results["total_methods"] * 100, 1)
+        if results["total_methods"] > 0
+        else 0
+    )
+    return results
+
+
+def run_experiment(name, contexts, label):
+    """Run one experiment, save results."""
+    print(f"\n{'='*60}")
+    print(f"  {label}")
+    print(f"{'='*60}")
+
+    t0 = time.time()
+    results = evaluate_context(contexts, label)
+    elapsed = time.time() - t0
+    results["elapsed_seconds"] = round(elapsed, 2)
+
+    print(f"  Contexts: {results['total_contexts']}")
+    print(f"  Meaningful (>=3 methods): {results['meaningful_contexts']}")
+    if results.get("skip_reasons"):
+        for reason, count in results["skip_reasons"].items():
+            print(f"  Skipped ({reason}): {count}")
+    print(f"  SORE successes: {results['sore_successes']}")
+    print(f"  SORE failures: {results['sore_failures']}")
+    print(f"  Coverage: {results['coverage']}%")
+    print(f"  Time: {elapsed:.1f}s")
+
+    # Save
+    out_path = RESULTS_DIR / f"{name}.json"
+    with open(out_path, "w") as f:
+        json.dump(results, f, indent=2)
+    print(f"  Saved: {out_path}")
+
+    return results
+
+
+def main():
+    print("Loading RAGSAK data...")
+    symbol_seqs, packages, seq_files = load_data()
+    print(f"Loaded {len(symbol_seqs)} methods from {len(set(packages))} packages")
+
+    all_results = []
+
+    # Baseline: package grouping (current approach)
+    contexts = defaultdict(list)
+    for i, seq in enumerate(symbol_seqs):
+        contexts[packages[i]].append(seq)
+    all_results.append(run_experiment("baseline_package", contexts, "Baseline: Package grouping"))
+
+    # Option A: File path k-equivalence
+    for k in [1, 2, 3]:
+        contexts = context_file_path_k(symbol_seqs, packages, k)
+        all_results.append(run_experiment(f"file_path_k{k}", contexts, f"Option A: File path k={k}"))
+
+    # Option B: First k symbols
+    for k in [1, 2, 3]:
+        contexts = context_first_k_symbols(symbol_seqs, k)
+        all_results.append(run_experiment(f"first_k_sym_{k}", contexts, f"Option B: First {k} symbols"))
+
+    # Option C: Two-dimensional
+    for path_k in [1, 2]:
+        for sym_k in [1, 2]:
+            contexts = context_two_d(symbol_seqs, packages, path_k, sym_k)
+            all_results.append(run_experiment(
+                f"two_d_p{path_k}_s{sym_k}", contexts,
+                f"Option C: Path k={path_k} + Symbol k={sym_k}"
+            ))
+
+    # Option H: Return type heuristic
+    contexts = context_return_type_heuristic(symbol_seqs)
+    all_results.append(run_experiment("return_type_heuristic", contexts, "Option H: Return type heuristic"))
+
+    # Summary
+    print("\n" + "=" * 80)
+    print("  SUMMARY")
+    print("=" * 80)
+    print(f"{'Strategy':<40} {'Contexts':>8} {'SORE OK':>8} {'Coverage':>8}")
+    print("-" * 80)
+    for r in all_results:
+        print(f"{r['strategy']:<40} {r['meaningful_contexts']:>8} {r['sore_successes']:>8} {r['coverage']:>7}%")
+
+    # Save summary
+    summary = [
+        {k: v for k, v in r.items() if k != "groups"}
+        for r in all_results
+    ]
+    summary_path = RESULTS_DIR / "summary.json"
+    with open(summary_path, "w") as f:
+        json.dump(summary, f, indent=2)
+    print(f"\nSummary saved: {summary_path}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/experiments/results/baseline_package.json b/experiments/results/baseline_package.json
new file mode 100644
index 0000000..196c2fd
--- /dev/null
+++ b/experiments/results/baseline_package.json
@@ -0,0 +1,946 @@
+{
+  "strategy": "Baseline: Package grouping",
+  "total_contexts": 137,
+  "meaningful_contexts": 116,
+  "total_methods": 1594,
+  "methods_in_good_groups": 9,
+  "sore_successes": 2,
+  "sore_failures": 10,
+  "skip_reasons": {
+    "too_large": 5,
+    "too_diverse": 89,
+    "large_alphabet": 10
+  },
+  "groups": [
+    {
+      "context": "app/src/test/kotlin/eu/corentic/springrag/architecture",
+      "methods": 87,
+      "unique": 70,
+      "unique_ratio": 0.805,
+      "sore": "SKIP(too_large)",
+      "sore_success": false
+    },
+    {
+      "context": "entrypoints/web/src/test/kotlin/eu/corentic/springrag/controller",
+      "methods": 83,
+      "unique": 74,
+      "unique_ratio": 0.892,
+      "sore": "SKIP(too_large)",
+      "sore_success": false
+    },
+    {
+      "context": "modules/ingestion/src/main/kotlin/eu/corentic/springrag/service/job",
+      "methods": 61,
+      "unique": 55,
+      "unique_ratio": 0.902,
+      "sore": "SKIP(too_large)",
+      "sore_success": false
+    },
+    {
+      "context": "entrypoints/web/src/main/kotlin/eu/corentic/springrag/controller",
+      "methods": 56,
+      "unique": 53,
+      "unique_ratio": 0.946,
+      "sore": "SKIP(too_large)",
+      "sore_success": false
+    },
+    {
+      "context": "agents/rag/embabel/src/main/kotlin/eu/corentic/springrag/agent/rag/embabel",
+      "methods": 52,
+      "unique": 52,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_large)",
+      "sore_success": false
+    },
+    {
+      "context": "modules/ingestion/src/test/kotlin/eu/corentic/springrag/service/job",
+      "methods": 49,
+      "unique": 48,
+      "unique_ratio": 0.98,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "app/src/systemTest/kotlin/eu/corentic/springrag/system",
+      "methods": 46,
+      "unique": 38,
+      "unique_ratio": 0.826,
+      "sore": "SKIP(large_alphabet)",
+      "sore_success": false
+    },
+    {
+      "context": "entrypoints/web/src/test/kotlin/eu/corentic/springrag/controller/librechat",
+      "methods": 46,
+      "unique": 40,
+      "unique_ratio": 0.87,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "infrastructure/adapters/search/src/main/kotlin/eu/corentic/springrag/service/port/adapter",
+      "methods": 45,
+      "unique": 44,
+      "unique_ratio": 0.978,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "infrastructure/adapters/search/src/main/kotlin/eu/corentic/springrag/service/storage",
+      "methods": 40,
+      "unique": 27,
+      "unique_ratio": 0.675,
+      "sore": "SKIP(large_alphabet)",
+      "sore_success": false
+    },
+    {
+      "context": "agents/rag/embabel/src/test/kotlin/eu/corentic/springrag/agent/rag/embabel",
+      "methods": 35,
+      "unique": 25,
+      "unique_ratio": 0.714,
+      "sore": "SKIP(large_alphabet)",
+      "sore_success": false
+    },
+    {
+      "context": "modules/ingestion/src/test/kotlin/eu/corentic/springrag/batch/listener",
+      "methods": 34,
+      "unique": 31,
+      "unique_ratio": 0.912,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "modules/ingestion/src/integrationTest/kotlin/eu/corentic/springrag/service/job",
+      "methods": 33,
+      "unique": 30,
+      "unique_ratio": 0.909,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "infrastructure/adapters/search/src/test/kotlin/eu/corentic/springrag/service/graph",
+      "methods": 30,
+      "unique": 25,
+      "unique_ratio": 0.833,
+      "sore": "SKIP(large_alphabet)",
+      "sore_success": false
+    },
+    {
+      "context": "entrypoints/web/src/main/kotlin/eu/corentic/springrag/controller/librechat",
+      "methods": 29,
+      "unique": 29,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "infrastructure/adapters/search/src/test/kotlin/eu/corentic/springrag/service/port/adapter",
+      "methods": 28,
+      "unique": 27,
+      "unique_ratio": 0.964,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "modules/ingestion/src/main/kotlin/eu/corentic/springrag/config",
+      "methods": 26,
+      "unique": 23,
+      "unique_ratio": 0.885,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "infrastructure/adapters/search/src/main/kotlin/eu/corentic/springrag/repository",
+      "methods": 24,
+      "unique": 21,
+      "unique_ratio": 0.875,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "infrastructure/adapters/search/src/systemTest/kotlin/eu/corentic/springrag/repository/graph",
+      "methods": 23,
+      "unique": 22,
+      "unique_ratio": 0.957,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "infrastructure/adapters/doc-parser/src/main/kotlin/eu/corentic/springrag/service/docling",
+      "methods": 21,
+      "unique": 18,
+      "unique_ratio": 0.857,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "infrastructure/adapters/search/src/test/kotlin/eu/corentic/springrag/repository",
+      "methods": 19,
+      "unique": 18,
+      "unique_ratio": 0.947,
+      "sore": "SKIP(too_diverse)",
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+}
\ No newline at end of file
diff --git a/experiments/results/file_path_k1.json b/experiments/results/file_path_k1.json
new file mode 100644
index 0000000..e865dfe
--- /dev/null
+++ b/experiments/results/file_path_k1.json
@@ -0,0 +1,362 @@
+{
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+}
\ No newline at end of file
diff --git a/experiments/results/file_path_k2.json b/experiments/results/file_path_k2.json
new file mode 100644
index 0000000..d4e7c13
--- /dev/null
+++ b/experiments/results/file_path_k2.json
@@ -0,0 +1,450 @@
+{
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+      "unique_ratio": 1.0,
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+      "unique_ratio": 1.0,
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+    },
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+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
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+      "unique": 6,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "('springrag', 'mcp')",
+      "methods": 6,
+      "unique": 6,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
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+      "unique": 6,
+      "unique_ratio": 1.0,
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+    },
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+      "unique_ratio": 1.0,
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+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
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+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
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+      "methods": 3,
+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    }
+  ],
+  "coverage": 1.1,
+  "elapsed_seconds": 0.01
+}
\ No newline at end of file
diff --git a/experiments/results/file_path_k3.json b/experiments/results/file_path_k3.json
new file mode 100644
index 0000000..924070d
--- /dev/null
+++ b/experiments/results/file_path_k3.json
@@ -0,0 +1,450 @@
+{
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+      "unique_ratio": 1.0,
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+    },
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+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
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+    },
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+    },
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+    },
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+    },
+    {
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+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
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+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
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+    },
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+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    }
+  ],
+  "coverage": 1.1,
+  "elapsed_seconds": 0.01
+}
\ No newline at end of file
diff --git a/experiments/results/first_k_sym_1.json b/experiments/results/first_k_sym_1.json
new file mode 100644
index 0000000..5de736a
--- /dev/null
+++ b/experiments/results/first_k_sym_1.json
@@ -0,0 +1,1090 @@
+{
+  "strategy": "Option B: First 1 symbols",
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+  "meaningful_contexts": 134,
+  "total_methods": 1594,
+  "methods_in_good_groups": 74,
+  "sore_successes": 20,
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+  "skip_reasons": {
+    "too_large": 2,
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+    "too_diverse": 80
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+    },
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+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
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+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
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+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    }
+  ],
+  "coverage": 4.6,
+  "elapsed_seconds": 0.08
+}
\ No newline at end of file
diff --git a/experiments/results/first_k_sym_2.json b/experiments/results/first_k_sym_2.json
new file mode 100644
index 0000000..1e67ae6
--- /dev/null
+++ b/experiments/results/first_k_sym_2.json
@@ -0,0 +1,1145 @@
+{
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+  "elapsed_seconds": 0.06
+}
\ No newline at end of file
diff --git a/experiments/results/first_k_sym_3.json b/experiments/results/first_k_sym_3.json
new file mode 100644
index 0000000..8e63655
--- /dev/null
+++ b/experiments/results/first_k_sym_3.json
@@ -0,0 +1,953 @@
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+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "('asJobId', 'every', 'deleteByJobId')",
+      "methods": 3,
+      "unique": 1,
+      "unique_ratio": 0.333,
+      "sore": "asJobId.every.(deleteByJobId.(assertDoesNotThrow)?)+",
+      "sore_success": true
+    },
+    {
+      "context": "('runBlocking', 'adminClient', 'post')",
+      "methods": 3,
+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
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+      "methods": 3,
+      "unique": 1,
+      "unique_ratio": 0.333,
+      "sore": "execute",
+      "sore_success": true
+    },
+    {
+      "context": "('every', 'process', 'any')",
+      "methods": 3,
+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "('update', 'trimIndent', 'now')",
+      "methods": 3,
+      "unique": 1,
+      "unique_ratio": 0.333,
+      "sore": "update.trimIndent.now.insertRow",
+      "sore_success": true
+    },
+    {
+      "context": "('policy', 'assertTrue', 'shouldRetry')",
+      "methods": 3,
+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "('state', 'every', 'recordFailure')",
+      "methods": 3,
+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "('input', 'beforeProcess', 'verify')",
+      "methods": 3,
+      "unique": 2,
+      "unique_ratio": 0.667,
+      "sore": "\u2205",
+      "sore_success": false
+    },
+    {
+      "context": "('processedDocument', 'every', 'enforce')",
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+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "('JobParametersBuilder', 'addString', 'toJobParameters')",
+      "methods": 3,
+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "('JobInstance', 'JobExecution', 'JobParametersBuilder')",
+      "methods": 3,
+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "('createJobExecution', 'every', 'findExecutionById')",
+      "methods": 3,
+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "('StagedUploadCleanupService', 'StorageProperties', 'toString')",
+      "methods": 3,
+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "('JwtService', 'JwtProperties', 'generateToken')",
+      "methods": 3,
+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    }
+  ],
+  "coverage": 12.0,
+  "elapsed_seconds": 0.04
+}
\ No newline at end of file
diff --git a/experiments/results/return_type_heuristic.json b/experiments/results/return_type_heuristic.json
new file mode 100644
index 0000000..e91bac0
--- /dev/null
+++ b/experiments/results/return_type_heuristic.json
@@ -0,0 +1,57 @@
+{
+  "strategy": "Option H: Return type heuristic",
+  "total_contexts": 60,
+  "meaningful_contexts": 5,
+  "total_methods": 1594,
+  "methods_in_good_groups": 0,
+  "sore_successes": 0,
+  "sore_failures": 0,
+  "skip_reasons": {
+    "too_large": 1,
+    "too_diverse": 4
+  },
+  "groups": [
+    {
+      "context": "('RETURN_VALUE',)",
+      "methods": 1517,
+      "unique": 1312,
+      "unique_ratio": 0.865,
+      "sore": "SKIP(too_large)",
+      "sore_success": false
+    },
+    {
+      "context": "('SIDE_EFFECT',)",
+      "methods": 4,
+      "unique": 4,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "('RETURN_false',)",
+      "methods": 3,
+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "('RETURN_result',)",
+      "methods": 3,
+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "('RETURN_normalized',)",
+      "methods": 3,
+      "unique": 3,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    }
+  ],
+  "coverage": 0.0,
+  "elapsed_seconds": 0.0
+}
\ No newline at end of file
diff --git a/experiments/results/summary.json b/experiments/results/summary.json
new file mode 100644
index 0000000..46d4ce5
--- /dev/null
+++ b/experiments/results/summary.json
@@ -0,0 +1,187 @@
+[
+  {
+    "strategy": "Baseline: Package grouping",
+    "total_contexts": 137,
+    "meaningful_contexts": 116,
+    "total_methods": 1594,
+    "methods_in_good_groups": 9,
+    "sore_successes": 2,
+    "sore_failures": 10,
+    "skip_reasons": {
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+      "too_diverse": 89,
+      "large_alphabet": 10
+    },
+    "coverage": 0.6,
+    "elapsed_seconds": 0.07
+  },
+  {
+    "strategy": "Option A: File path k=1",
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+    "meaningful_contexts": 43,
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+    "methods_in_good_groups": 17,
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+    "skip_reasons": {
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+      "large_alphabet": 3
+    },
+    "coverage": 1.1,
+    "elapsed_seconds": 0.01
+  },
+  {
+    "strategy": "Option A: File path k=2",
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+    "meaningful_contexts": 54,
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+    },
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+    "elapsed_seconds": 0.01
+  },
+  {
+    "strategy": "Option A: File path k=3",
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+    "meaningful_contexts": 54,
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+      "large_alphabet": 4
+    },
+    "coverage": 1.1,
+    "elapsed_seconds": 0.01
+  },
+  {
+    "strategy": "Option B: First 1 symbols",
+    "total_contexts": 550,
+    "meaningful_contexts": 134,
+    "total_methods": 1594,
+    "methods_in_good_groups": 74,
+    "sore_successes": 20,
+    "sore_failures": 19,
+    "skip_reasons": {
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+    },
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+    "elapsed_seconds": 0.08
+  },
+  {
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+    },
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+    "elapsed_seconds": 0.06
+  },
+  {
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+    "total_methods": 1594,
+    "methods_in_good_groups": 191,
+    "sore_successes": 47,
+    "sore_failures": 14,
+    "skip_reasons": {
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+      "too_diverse": 50
+    },
+    "coverage": 12.0,
+    "elapsed_seconds": 0.04
+  },
+  {
+    "strategy": "Option C: Path k=1 + Symbol k=1",
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+    "meaningful_contexts": 151,
+    "total_methods": 1594,
+    "methods_in_good_groups": 101,
+    "sore_successes": 24,
+    "sore_failures": 19,
+    "skip_reasons": {
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+      "large_alphabet": 9
+    },
+    "coverage": 6.3,
+    "elapsed_seconds": 0.06
+  },
+  {
+    "strategy": "Option C: Path k=1 + Symbol k=2",
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+    "sore_successes": 33,
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+    "skip_reasons": {
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+      "large_alphabet": 4
+    },
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+    "elapsed_seconds": 0.14
+  },
+  {
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+    "methods_in_good_groups": 101,
+    "sore_successes": 24,
+    "sore_failures": 19,
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+    },
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+    "elapsed_seconds": 0.08
+  },
+  {
+    "strategy": "Option C: Path k=2 + Symbol k=2",
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+    "meaningful_contexts": 117,
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+    "methods_in_good_groups": 138,
+    "sore_successes": 33,
+    "sore_failures": 21,
+    "skip_reasons": {
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+      "large_alphabet": 4
+    },
+    "coverage": 8.7,
+    "elapsed_seconds": 0.06
+  },
+  {
+    "strategy": "Option H: Return type heuristic",
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+    },
+    "coverage": 0.0,
+    "elapsed_seconds": 0.0
+  }
+]
\ No newline at end of file
diff --git a/experiments/results/two_d_p1_s1.json b/experiments/results/two_d_p1_s1.json
new file mode 100644
index 0000000..490510f
--- /dev/null
+++ b/experiments/results/two_d_p1_s1.json
@@ -0,0 +1,1225 @@
+{
+  "strategy": "Option C: Path k=1 + Symbol k=1",
+  "total_contexts": 813,
+  "meaningful_contexts": 151,
+  "total_methods": 1594,
+  "methods_in_good_groups": 101,
+  "sore_successes": 24,
+  "sore_failures": 19,
+  "skip_reasons": {
+    "too_diverse": 99,
+    "large_alphabet": 9
+  },
+  "groups": [
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+      "unique": 22,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
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+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
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+      "unique_ratio": 0.882,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
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+      "unique_ratio": 0.941,
+      "sore": "SKIP(too_diverse)",
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+    },
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+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
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+      "unique_ratio": 0.438,
+      "sore": "\u2205",
+      "sore_success": false
+    },
+    {
+      "context": "('config', 'mockk')",
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+      "unique": 5,
+      "unique_ratio": 0.333,
+      "sore": "(mockk.(((also|Neo4jConfig.transactionManager.assertTrue)|(every.((close|session)|(run.any|builder.build)))+)+)?)+",
+      "sore_success": true
+    },
+    {
+      "context": "('architecture', 'listOf')",
+      "methods": 15,
+      "unique": 8,
+      "unique_ratio": 0.533,
+      "sore": "\u2205",
+      "sore_success": false
+    },
+    {
+      "context": "('embabel', 'ery {')",
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+    },
+    {
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+    },
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+      "sore": "SKIP(large_alphabet)",
+      "sore_success": false
+    },
+    {
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+      "unique_ratio": 1.0,
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+    },
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+      "unique_ratio": 0.8,
+      "sore": "SKIP(large_alphabet)",
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+    },
+    {
+      "context": "('reader', 'File')",
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+      "unique_ratio": 0.9,
+      "sore": "SKIP(too_diverse)",
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+    },
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+    },
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+      "sore": "SKIP(too_diverse)",
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+    },
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+    },
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+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "('system', 'createKnowledgeBase')",
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+      "unique": 8,
+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
+      "context": "('config', 'DoclingConfig')",
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+      "unique": 2,
+      "unique_ratio": 0.25,
+      "sore": "\u2205",
+      "sore_success": false
+    },
+    {
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+      "unique_ratio": 0.875,
+      "sore": "SKIP(too_diverse)",
+      "sore_success": false
+    },
+    {
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+      "unique_ratio": 0.375,
+      "sore": "\u2205",
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+    },
+    {
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+      "unique_ratio": 0.5,
+      "sore": "\u2205",
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+    },
+    {
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+      "unique_ratio": 0.625,
+      "sore": "\u2205",
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+    },
+    {
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+      "sore": "SKIP(too_diverse)",
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+    },
+    {
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+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
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+    },
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+    },
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+      "sore": "SKIP(large_alphabet)",
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+    },
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+    },
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+    },
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+      "sore": "of",
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+    },
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+    },
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+    },
+    {
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+    },
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+      "unique_ratio": 1.0,
+      "sore": "SKIP(too_diverse)",
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+    },
+    {
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+      "sore": "\u2205",
+      "sore_success": false
+    },
+    {
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+      "sore": "SKIP(large_alphabet)",
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+    },
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+      "sore": "SKIP(large_alphabet)",
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+    },
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+      "sore": "SKIP(too_diverse)",
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+    },
+    {
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+  ],
+  "coverage": 6.3,
+  "elapsed_seconds": 0.06
+}
\ No newline at end of file
diff --git a/experiments/results/two_d_p1_s2.json b/experiments/results/two_d_p1_s2.json
new file mode 100644
index 0000000..12554df
--- /dev/null
+++ b/experiments/results/two_d_p1_s2.json
@@ -0,0 +1,969 @@
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+  "coverage": 8.7,
+  "elapsed_seconds": 0.14
+}
\ No newline at end of file
diff --git a/experiments/results/two_d_p2_s1.json b/experiments/results/two_d_p2_s1.json
new file mode 100644
index 0000000..33e8526
--- /dev/null
+++ b/experiments/results/two_d_p2_s1.json
@@ -0,0 +1,1185 @@
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+  ],
+  "coverage": 6.3,
+  "elapsed_seconds": 0.08
+}
\ No newline at end of file
diff --git a/experiments/results/two_d_p2_s2.json b/experiments/results/two_d_p2_s2.json
new file mode 100644
index 0000000..e806442
--- /dev/null
+++ b/experiments/results/two_d_p2_s2.json
@@ -0,0 +1,953 @@
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+      "sore_success": true
+    },
+    {
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+  "coverage": 8.7,
+  "elapsed_seconds": 0.06
+}
\ No newline at end of file