"""IOL-AI 2026 submission: q4b-wvote-v1. E33 confidence-weighted votes: 12 samples, per-item raw-model logprob weighting (T=0.35). Recipe (every knob is read by v2/config.py::Config.from_env): BACKEND=parallel FEWSHOT=0 LLAMA_CTX=16384 MAX_NEW=700 N_SAMPLES=12 PROMPT_MODE=direct REFINE_ROUNDS=0 SLOTS=16 THINK=0 TRANSCRIPT= VOTE_LP_T=0.35 VOTE_TEMP=1.0 VOTE_TOP_P=0.95 VOTE_WEIGHT=full """ import os import sys sys.path.insert(0, os.path.dirname(os.path.abspath(__file__))) HERE = os.path.dirname(os.path.abspath(__file__)) os.environ.setdefault("GGUF_PATH", os.path.join(HERE, "model", "model-Q8_0.gguf")) os.environ.setdefault("LLAMA_PARALLEL", os.path.join(HERE, "bin", "llama-iolbatch")) os.environ.setdefault("BACKEND", "parallel") os.environ.setdefault("SLOTS", "16") os.environ.setdefault("LLAMA_CTX", "16384") os.environ.setdefault("VOTE_TEMP", "1.0") os.environ.setdefault("VOTE_TOP_P", "0.95") os.environ.setdefault("PROMPT_MODE", "direct") os.environ.setdefault("N_SAMPLES", "12") os.environ.setdefault("MAX_NEW", "700") os.environ.setdefault("FEWSHOT", "0") os.environ.setdefault("THINK", "0") os.environ.setdefault("REFINE_ROUNDS", "0") os.environ.setdefault("TRANSCRIPT", "") os.environ.setdefault("VOTE_WEIGHT", "full") os.environ.setdefault("VOTE_LP_T", "0.35") from v2.script import main # noqa: E402 main()