"""Answer extraction from raw model responses. Separated from :mod:`pattern_parser` (which is a generic brace scanner) so that extraction *outcomes* are first-class: "the API returned nothing", "the model never wrote a box", and "the box was truncated mid-brace" are kept apart rather than collapsed into one undifferentiated parse-error counter, which would hide whether a failure was a client timeout or bad model output. """ from __future__ import annotations import re from dataclasses import dataclass from enum import Enum from .pattern_parser import PatternParseError, parse_command_braces # Tolerant of the whitespace mangling seen in byte-BPE-corrupted outputs, where # "FINAL ANSWER" arrives as "FINALÄ ANSWER" or with the space removed entirely. _FINAL_ANSWER = re.compile(r"FINAL\W{0,4}ANSWER", re.IGNORECASE) class ExtractionStatus(str, Enum): OK = "ok" EMPTY = "empty" # API returned nothing (timeout, retries exhausted) NO_BOXED = "no_boxed" # text produced, but no \boxed{} anywhere UNBALANCED = "unbalanced" # \boxed{ opened and never closed (truncation) # Produced only by llm.core.mcq.extraction, whose contract is an answer # *line* rather than a box: text was produced, but nothing in it -- no # marker, no box, no option letter at the end -- named an option. It lives # here rather than in a second enum so the trace writer, the sentinel tables # and every `frac_` metric keep switching on one type. NO_ANSWER = "no_answer" @dataclass class ExtractResult: status: ExtractionStatus value: str = "" n_matches: int = 0 chosen_index: int | None = None detail: str = "" def extract_boxed(text: str | None, *, prefer_final_answer: bool = False) -> ExtractResult: """Pull the answer out of a raw model response. By default returns the **last** ``\\boxed{}``, which is what makes this robust to reasoning traces that box intermediate results. With ``prefer_final_answer``, the first box appearing after a ``FINAL ANSWER`` marker wins, falling back to the last box when there is no marker. Running both strategies as separate lm-eval filter ensembles scores them side by side, which is how the cost of template-bleed is measured. """ if text is None or not str(text).strip(): return ExtractResult(ExtractionStatus.EMPTY, detail="response was empty or None") text = str(text) if prefer_final_answer: marker = None for marker in _FINAL_ANSWER.finditer(text): pass # keep the last marker; models often restate the instruction first if marker is not None: tail = text[marker.end():] try: boxes = parse_command_braces(tail, command="boxed") except PatternParseError: boxes = [] if boxes: return ExtractResult(ExtractionStatus.OK, boxes[0].strip(), n_matches=len(boxes), chosen_index=0, detail="first box after FINAL ANSWER") try: boxes = parse_command_braces(text, command="boxed") except PatternParseError as exc: return ExtractResult(ExtractionStatus.UNBALANCED, detail=str(exc)) if not boxes: if "\\boxed" in text: # The command is present but never opened a brace group. return ExtractResult(ExtractionStatus.UNBALANCED, detail="\\boxed present but no brace group followed") return ExtractResult(ExtractionStatus.NO_BOXED, detail="no \\boxed{} in response") return ExtractResult(ExtractionStatus.OK, boxes[-1].strip(), n_matches=len(boxes), chosen_index=len(boxes) - 1, detail="last box")