{ "title": "GoLLeM-v5 64M — board-native honest status", "updated_utc": "2026-09-24T17:00Z", "source": "Hart recompute-verified (fabryka tiny_ml board-native harness); NOT lm-eval. Canonical: HF SlayerLab/gollem-v5-ckpts + live pods.", "metric": "eff = mean(BLiMP%, ARC-Easy%, normWiki(BPB;1.86/500)) x sizeMult(64M=1.036)", "board_context": { "our_current_entry": {"rank": 16, "model": "GoLLeM-v5 32M", "eff": 75.51}, "pollock_128m": {"rank": 14, "eff": 75.66}, "leader": {"rank": 1, "model": "JugnuLM-110M", "eff": 80.20} }, "v1_muon_64m_arcmix_board_native": { "note": "Muon optimizer, arcmix corpus (9.42B). Board-native, recompute-verified.", "trajectory": [ {"step": 40000, "tokens_b": 1.31, "blimp": 74.76, "arc_easy": 43.98, "bpb": 1.113, "eff": 74.64}, {"step": 80000, "tokens_b": 2.62, "blimp": 76.49, "arc_easy": 44.78, "bpb": 1.081, "eff": 75.65}, {"step": 160000, "tokens_b": 5.24, "blimp": 77.49, "arc_easy": 48.15, "bpb": 1.052, "eff": 77.29} ], "status_now": "eff 77.29 at 40% training already > #16 (75.51) and #14 (75.66) -> ~#11-13 board-native.", "projection_full_400k": {"eff_range": [78.0, 80.5], "arc_proj": [50, 52], "blimp_proj": [78.5, 79], "rank": "top-5 to top-10; #1 on optimistic edge", "method": "3-point convex log-extrapolation + WSD decay ARC-late; range not point (uncertain)."} }, "v2_muon_64m_fwe_dominant": { "note": "#1-shot candidate: FWE-78/Cosmo-22 (10.3B) + z-loss + logit-cap + WSD. IN PROGRESS.", "trajectory": [ {"step": 40000, "tokens_b": 1.31, "blimp": 73.56, "arc_easy": 42.34, "bpb": 2.223, "eff": 73.49, "flag": "inconclusive-yellow: confounded vs v1 (data+recipe, not clean data-ablation); WSD stable-phase, ARC gain back-loaded to decay >320k."} ], "status": "honest in-progress; NOT a data-win yet. Real test @160k/decay." }, "v2b_clean_ablation": { "note": "arcmix + v2-config (byte-identical to v2 except data). Isolates FWE data-lever. Launches when pod-1 frees (post v1-full).", "status": "queued" }, "path_to_1": { "bottleneck": "ARC-Easy", "need": "ARC ~54 at BLiMP~79/ppl~2.0 (BLiMP saturates ~79, ppl near floor -> #1 goes through ARC).", "v1_projected_arc": [51, 52], "gap": "~2-3 ARC", "levers": ["v2 FWE-data (if +2-3 ARC over arcmix)", "v2b clean-test (does FWE raise ARC)", "distill synthetic-CoT (+1-3 ARC, next lever)"] }, "discipline": "Ranges not points. Recompute-verified numbers only. Announce #1 only on board-native maintainer-reproducible numbers (avoid the old lm-eval +10-rank inflation)." }