{ "release": "AksharaLP-Kosh-1.2M", "version": "1.0.0", "licence": "CC-BY-SA-4.0 (research and evaluation only)", "params": { "forward": 988928, "reverse": 215168, "reranker": 1153, "total": 1205249 }, "files": { "xlit.xqc": { "raw": 378336, "gz9": 375140, "what": "forward transformer, 3-bit QAT (3.06 bits/param)" }, "words.wlc": { "raw": 284746, "gz9": 284854, "what": "180000-word Devanagari lexicon, WLC1" }, "rev.xqc": { "raw": 96530, "gz9": 93817, "what": "reverse-channel student, 3-bit" }, "params.json": { "raw": 11910, "gz9": 4935, "what": "decode settings + 34-feature reranker (1153 weights)" }, "aksharalp_tiny.min.mjs": { "raw": 47833, "gz9": 19224, "what": "JavaScript runtime, zero dependencies" } }, "total": { "raw": 819355, "gz9": 777970, "budget": 800000, "under_budget": true }, "lexicon": { "words": 180000, "bytes_per_word": 1.58 }, "test": { "set": "Aksharantar Hindi test", "n": 9991, "top1": 68.09, "top3": 85.29, "top8": 91.21, "ci95_top1": [67.20, 69.00], "ablation_top1": 32.70 }, "validation": { "set": "Aksharantar Hindi valid, 5 seeds", "top1": 67.60, "top3": 86.34, "top8": 91.95 }, "latency": { "runtime": "Node 1 CPU thread, first 1000 test words", "p50_ms_per_word": 262.6, "p95_ms_per_word": 357.1, "load_and_decode_s": 4.6 } }