| { |
| "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" |
| ] |
| } |
| } |
|
|
