Add RLM long-context artifact

Sanitized aggregate RLM long-context result. Does not modify data/results.jsonl.

data/rlm-longcontext.json

@@ -0,0 +1,282 @@
+{
+  "artifact_schema_version": 1,
+  "project": {
+    "name": "rlm-local",
+    "description": "Owner-measured local RLM long-context QA validation on RTX PRO 4000 Blackwell desktop GPUs.",
+    "source_results_summary": "RESULTS.md",
+    "source_note": "NOTE-rtx-pro-4000-rlm.md",
+    "source_commit_before_publish_bundle": "17cc623"
+  },
+  "date": "2026-06-20",
+  "hardware": {
+    "host": "P620",
+    "gpu": {
+      "name": "NVIDIA RTX PRO 4000 Blackwell",
+      "variant": "desktop",
+      "count": 2,
+      "vram_gb_each": 24,
+      "vram_gb_total": 48,
+      "memory_type": "GDDR7 ECC",
+      "nvlink": false
+    }
+  },
+  "model": {
+    "name": "Qwen36-35B-A3B-Q4_K_M",
+    "family": "Qwen3.6-35B-A3B",
+    "parameters_b": 35,
+    "quantization": "GGUF Q4_K_M",
+    "serving_backend": "llama.cpp OpenAI-compatible server",
+    "context_window_tokens": 131072
+  },
+  "technique": {
+    "name": "Recursive Language Models",
+    "abbreviation": "RLM",
+    "reference_repo": "https://github.com/alexzhang13/rlm",
+    "reference_paper": "arXiv 2512.24601",
+    "rlms_version": "0.1.2",
+    "root_model": "local quantized 35B",
+    "in_window_max_depth": 1,
+    "recursion_probe_max_depth": 2,
+    "docker_compat_patch": "host-network-proxy-localhost"
+  },
+  "environment": {
+    "rlm_repl": "Docker python:3.11-slim sandbox",
+    "execution": "single-stream",
+    "endpoint": "local OpenAI-compatible endpoint; network address omitted",
+    "service_handling": "production local service used in place and not stopped"
+  },
+  "task": {
+    "benchmark": "oolongbench/oolong-synth",
+    "task_type": "long-context QA",
+    "comparison": "plain one-call baseline versus same model wrapped with RLM",
+    "slice_policy": "first 50 eligible validation rows plus next 50 eligible validation rows with zero ID overlap",
+    "pooled_n": 100,
+    "slices": [
+      {
+        "name": "validation-n50",
+        "n": 50,
+        "items_path_private": "data/items-validation-n50.jsonl",
+        "max_context_words": 17517,
+        "item_ids": [
+          "oolong-115010016",
+          "oolong-115010017",
+          "oolong-115010018",
+          "oolong-115010019",
+          "oolong-115010020",
+          "oolong-115010021",
+          "oolong-115010022",
+          "oolong-115010023",
+          "oolong-115010024",
+          "oolong-115010025",
+          "oolong-115010026",
+          "oolong-115010027",
+          "oolong-115010028",
+          "oolong-115010029",
+          "oolong-115010030",
+          "oolong-115010031",
+          "oolong-115010032",
+          "oolong-115010033",
+          "oolong-115010034",
+          "oolong-115010035",
+          "oolong-115010036",
+          "oolong-115010037",
+          "oolong-115010038",
+          "oolong-115010039",
+          "oolong-115010040",
+          "oolong-115010041",
+          "oolong-115010042",
+          "oolong-115010043",
+          "oolong-115010044",
+          "oolong-115010045",
+          "oolong-115010046",
+          "oolong-115010047",
+          "oolong-115010048",
+          "oolong-115010049",
+          "oolong-115010050",
+          "oolong-115010051",
+          "oolong-115010052",
+          "oolong-115010053",
+          "oolong-115010054",
+          "oolong-115010055",
+          "oolong-115010056",
+          "oolong-115010057",
+          "oolong-115010058",
+          "oolong-115010059",
+          "oolong-115010060",
+          "oolong-115010061",
+          "oolong-115010062",
+          "oolong-115010063",
+          "oolong-115010064",
+          "oolong-115010065"
+        ]
+      },
+      {
+        "name": "disjoint-n50",
+        "n": 50,
+        "items_path_private": "data/items-validation-disjoint-n50.jsonl",
+        "max_context_words": 34377,
+        "item_ids": [
+          "oolong-116010200",
+          "oolong-116010201",
+          "oolong-116010202",
+          "oolong-116010203",
+          "oolong-116010204",
+          "oolong-116010205",
+          "oolong-116010206",
+          "oolong-116010207",
+          "oolong-116010208",
+          "oolong-116010209",
+          "oolong-116010210",
+          "oolong-116010211",
+          "oolong-116010212",
+          "oolong-116010213",
+          "oolong-116010214",
+          "oolong-116010215",
+          "oolong-116010216",
+          "oolong-116010217",
+          "oolong-116010218",
+          "oolong-116010219",
+          "oolong-116010220",
+          "oolong-116010221",
+          "oolong-116010222",
+          "oolong-116010223",
+          "oolong-116010224",
+          "oolong-116010225",
+          "oolong-116010226",
+          "oolong-116010227",
+          "oolong-116010228",
+          "oolong-116010229",
+          "oolong-116010230",
+          "oolong-116010231",
+          "oolong-116010232",
+          "oolong-116010233",
+          "oolong-116010234",
+          "oolong-116010235",
+          "oolong-116010236",
+          "oolong-116010237",
+          "oolong-116010238",
+          "oolong-116010239",
+          "oolong-116010240",
+          "oolong-116010241",
+          "oolong-116010242",
+          "oolong-116010243",
+          "oolong-116010244",
+          "oolong-116010245",
+          "oolong-116010246",
+          "oolong-116010247",
+          "oolong-116010248",
+          "oolong-116010249"
+        ]
+      }
+    ]
+  },
+  "grader": {
+    "name": "boundary_v2",
+    "method": "deterministic exact or boundary-aware answer containment, with digit boundaries and date aliases",
+    "audit_summary": "All six Phase-1 vanilla misses were audited and a sample of Phase-1 RLM-right OOLONG answers was checked; no padded incorrect RLM positives were found in that sample."
+  },
+  "results": {
+    "in_window": {
+      "pooled": {
+        "n": 100,
+        "vanilla_correct": 37,
+        "vanilla_accuracy": 0.37,
+        "rlm_correct": 95,
+        "rlm_accuracy": 0.95,
+        "rlm_minus_vanilla_accuracy": 0.58,
+        "total_vanilla_wall_seconds": 359.67,
+        "total_rlm_wall_seconds": 1156.06,
+        "average_vanilla_wall_seconds": 3.5967,
+        "average_rlm_wall_seconds": 11.5606,
+        "rlm_repl_iterations": 327,
+        "rlm_sub_calls": 0,
+        "max_context_words": 34377
+      },
+      "slices": [
+        {
+          "name": "validation-n50",
+          "n": 50,
+          "vanilla_correct": 19,
+          "vanilla_accuracy": 0.38,
+          "rlm_correct": 47,
+          "rlm_accuracy": 0.94,
+          "rlm_minus_vanilla_accuracy": 0.56,
+          "total_vanilla_wall_seconds": 107.76,
+          "total_rlm_wall_seconds": 538.08,
+          "rlm_repl_iterations": 154,
+          "rlm_sub_calls": 0,
+          "max_context_words": 17517,
+          "run_timestamp_utc": "2026-06-20T02:22:42Z"
+        },
+        {
+          "name": "disjoint-n50",
+          "n": 50,
+          "vanilla_correct": 18,
+          "vanilla_accuracy": 0.36,
+          "rlm_correct": 48,
+          "rlm_accuracy": 0.96,
+          "rlm_minus_vanilla_accuracy": 0.60,
+          "total_vanilla_wall_seconds": 251.91,
+          "total_rlm_wall_seconds": 617.98,
+          "rlm_repl_iterations": 173,
+          "rlm_sub_calls": 0,
+          "max_context_words": 34377,
+          "run_timestamp_utc": "2026-06-20T03:33:20Z"
+        }
+      ],
+      "interpretation": "The validated OOLONG uplift came from REPL-over-context behavior, not recursive sub-LM delegation."
+    }
+  },
+  "beyond_window": {
+    "kind": "owned synthetic stress item",
+    "word_count": 165730,
+    "token_estimate": {
+      "method": "whitespace lower bound",
+      "minimum_tokens": 165730,
+      "actual_tokenizer_count_measured": false,
+      "model_context_window_tokens": 131072
+    },
+    "vanilla": "deliberately truncated before the answer and failed",
+    "rlm": "solved through the Docker REPL over the full document",
+    "included_in_fair_oolong_aggregate": false
+  },
+  "recursion_probe": {
+    "kind": "owned adversarial probe",
+    "n": 5,
+    "vanilla_correct": 3,
+    "vanilla_accuracy": 0.60,
+    "rlm_correct": 1,
+    "rlm_accuracy": 0.20,
+    "total_vanilla_wall_seconds": 91.84,
+    "total_rlm_wall_seconds": 77.43,
+    "rlm_repl_iterations": 18,
+    "rlm_sub_calls": 15,
+    "max_depth_configured": 2,
+    "interpretation": "Sub-LM delegation fired under provocation, exactly three calls per item, but this local Q4 35B setup did not use it competently on the probe."
+  },
+  "caveats": [
+    "This is one model on one owner-operated hardware setup, not a full benchmark.",
+    "OOLONG-synth is public, so contamination is possible; it would affect both the plain baseline and RLM condition.",
+    "The recursion probe has only five owned adversarial items and is directional.",
+    "The beyond-window synthetic item is a capability demo and is excluded from the fair OOLONG aggregate.",
+    "Raw prompts, raw contexts, per-item answers, and RLM trajectories are intentionally excluded from this public artifact."
+  ],
+  "privacy": {
+    "public_included": [
+      "aggregate accuracy",
+      "aggregate latency",
+      "context size statistics",
+      "RLM iteration and sub-call counts",
+      "OOLONG item IDs",
+      "hardware/model/technique metadata"
+    ],
+    "private_excluded": [
+      "raw prompts",
+      "raw contexts",
+      "per-item gold answers",
+      "per-item model answers",
+      "RLM trajectories",
+      "local endpoint network address"
+    ]
+  }
+}