src/verifier.py

import torch
import re
from itertools import combinations
from typing import List


def remove_citations(sent):
    return re.sub(r"\[\d+", "", re.sub(r" \[\d+", "", sent)).replace(" |", "").replace("]", "")

class CitationVerifier:
    def __init__(self, model, tokenizer):
        self.model = model
        self.tokenizer = tokenizer

    @torch.inference_mode()
    def _verify(self, premise: str, hypothesis: str) -> bool:
        # * format and tokenization
        prompt = f"premise: {premise} hypothesis: {hypothesis}"
        input_ids = self.tokenizer(prompt, return_tensors="pt")["input_ids"].to(self.model.device)
        # * nli inference
        outputs = self.model.generate(input_ids, max_new_tokens=10)
        # * return bool result
        result = self.tokenizer.decode(outputs[0], skip_special_tokens=True)
        inference = True if result == "1" else False
        
        return inference
    
    def verify(self, doc_list: list, ref_list: List[int], sentence: str) -> bool:
        premise = "\n".join([
            f"Title: {doc_list[idx]['title']}\n{doc_list[idx]['text']}"
            for idx in ref_list
        ])
        hypothesis = sentence
        return self._verify(premise, hypothesis)
    
    # def memory_verify(self, doc_list: list, cited_sentence)
    

class CitationSimplifier:
    def __init__(self, citation_verifier: CitationVerifier):
        self.citation_verifier = citation_verifier
        
    # def simplify(self, doc_list: list, cited_sentence: str) -> str:
    #     # * extract the reference list from the cited sentence
    #     ref_list = [int(r[1:])-1 for r in re.findall(r"\[\d+", cited_sentence)]
    #     # * remove citations
    #     sentence = remove_citations(cited_sentence)
    #     # * simplify the citation
    #     ref_num = len(ref_list) - 1
    #     while ref_num > 0:
    #         is_all_false = True
    #         for cur_ref_list in combinations(ref_list, ref_num):
    #             premise = "\n".join([f"Title: {doc_list[idx]['title']}\n{doc_list[idx]['text']}" for idx in cur_ref_list])
    #             result = self.citation_verifier.verify(premise=premise, hypothesis=sentence)

    #             if result:
    #                 is_all_false = False
    #                 ref_list = cur_ref_list
    #                 break
    #         if is_all_false:
    #             break
    #         else:
    #             ref_num -= 1

    #     simplified_cited_sentence = sentence[:-1] + " " + "".join([f"[{idx}]" for idx in ref_list]) + sentence[-1]
        
    #     return simplified_cited_sentence
    
    def simplify(self, doc_list: list, ref_list: List[int], sentence: str) -> List[int]:
        ref_num = len(ref_list) - 1
        while ref_num > 0:
            is_all_false = True
            for cur_ref_list in combinations(ref_list, ref_num):
                result = self.citation_verifier.verify(doc_list=doc_list, ref_list=cur_ref_list, sentence=sentence)

                if result:
                    is_all_false = False
                    ref_list = cur_ref_list
                    break
            if is_all_false:
                break
            else:
                ref_num -= 1
                
        return ref_list