我们的项目旨在应对通过冗长的施工文档有效搜索特定信息的挑战,在这种信息中,由于潜在的幻觉,使用典型的生成模型是不可取的。将实现两个部分提取问题答案模型。第一部分将由信息检索(IR)模型组成,例如BM25算法,查询和文档之间的余弦相似性,以及与MUGI(多文本生成集成)的BM25。对于第二部分,我们将仅编码的体系结构用作提取问题答案(EQA)模型,考虑到Bert,Roberta和Longformer之类的模型以获得最佳性能。在一小部分工程文档样本上进行的初步测试显示了基线至末端精度为.18,其中BM25具有K = 1的BM25,并使用了BERT模型。在使用MUGI和Roberta模型进行BM25进行进一步测试后,达到了.2的端到端精度。最终BM25没有Mugi No Reranking提出的结果比基线BM25更好,并且在提取问题回答部分中,Roberta模型表现最好。
北海道Kitahonami(Chuo农业实验站)小麦蜂蜜2022未分开的Kitahonami(Kitami农业实验站)小麦蜂蜜2022未分开的奇霍克小麦小麦(Chuo)小麦(CHUO农业实验站)202222222222NOMENTIMER ERAIMITION Yumechikara(Chuo农业实验站)小麦蜂蜜2022未分离的IWATE县南小麦种子2021 F. Asiaticum niv型雪地chihoku小麦种子2021 F. Graminearum S.str。3ADON type Miyagi Prefecture Minori wheat barley seeds 2020 Not isolated Shunrai Barley seeds 2020 Not isolated White fiber Mochi barley seeds 2020 Not isolated Aoba's love Wheat seeds 2020 Not isolated Summer golden Wheat seeds 2020 Not isolated White wheat Wheat seeds 2020 Not isolated Ibaraki Prefecture Shunrai (Tsukuba City) Barley seeds 2022 F. asiaticum NIV type Shunrai (Tsukuba Mirai City) Barley seeds 2022 F. asiaticum NIV type Kashima mugi barley seeds 2022 F. asiaticum NIV type Glitter Mochi-like barley seeds 2022 F. asiaticum NIV type Nagano Prefecture White fiber Mochi-like barley seeds 2021 Not separated Shunrai大麦种子2021 F.亚洲NIV型白色小麦小麦种子2021 F. graminearum s.str。15ADON type Yumeseiki Wheat seeds 2021 Not separated Yumekaori Wheat seeds 2021 Not separated Mie Prefecture Ayahikari (Ano-cho, Tsu City) Wheat ears 2022 F. asiaticum NIV type Ayahikari (Ishi-cho, Tsu City) Wheat ears 2022 F. asiaticum 3ADON type Ayahikari (Inabe City)小麦耳朵2022 F. Asiaticum 3adon型Ayahikari(Nishi-Kurobe-Cho,Matsusaka City)小麦耳朵2022 F. Asiaticum 3adon型Ayahikari型Ayahikari型(Nishi-Kurobe-Cho)(Nishi-Kurobe-Cho,Matsususaka City) (Matsusaka City,Hozu-Cho)小麦耳朵2022 F. Asiaticum niv型Ayahikari(Matsusaka City,Matsusaka City)小麦洞2022 F. Asiaticum 3adon型Ayahikari型Ayahikari(Ureashino Kurono-Cho,Matsususaka City,Matsusaka City)phopiatiain typeiatiain typeiain hole astiain hole astiat a hole asson asson asson as as as as as as as as a sy as as 202222222222222222222222222222222222。 (Matsusaka City Yokohashicho)小麦洞2022 F. Asiaticum 3adon型Ayahikari(Matsusaka City,Matsusaka City)小麦洞2022 F. Asiaticum 3adon型Ayahikari型Ayahikari(Kuramoto type) (北部库拉莫托)小麦洞2022 F.亚洲niv型Ayahikari(Minamikawaji,Tsu City)小麦耳朵2022 F. Asiaticum 3adon型Satono Sora sora sora sora(Ooizumi,ooizumi,ooizumi,kiso misaki town)weat typ.aimaki sorai sorai sorai sora,satono sorai sorai sorai sorai sora,小麦耳朵2022 F. Asiaticum 3adon型Satono Sora(Nagashima镇的白鸡)小麦耳朵2022 F. Asiaticum 3adon型Tamamizumi R(Iga City,Iga City,Iga City)小麦耳朵2022 F. Asiaticum Niv型Tamamizizumi tamamizumi fir.202222222222222。 3adon型tamamizumi r(Dego,Iga City)小麦耳朵2022 F.亚洲3adon型纤维雪(Entokuin,iga,Iga)小麦孔2022 F. asiaticum niv niv型tamamizumi type tamamizumi r(saimyoji,saimyoji,saimyoji,saimyoji,iga)小麦孔2022未分离tamamizumi r(Yamabata,Iga)小麦孔2022未分离的库曼托县Minaminokaori小麦种子2020未分离haruka nijo大麦种子2020年未分开