{ "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" ] } }