| Presentation | 2023-09-07 Ramen Restaurant Recommendation System by Automatic Generation of Reviews Yota Amano, Kengo Enami, Hiroyuki Sakai, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this research, we propose a method for recommending ramen restaurants by automatically generating reviews. Our method uses GPT, which is fine-tuned by a large number of reviews about ramen, to generate reviews from questions such as “Tell me about good miso ramen restaurants at Kichijoji station.” and recommends restaurants from the generated reviews by T5. For example, our methods generates reviews about “good miso ramen” in response to the above question and recommends ramen restaurants serving “good miso ramen” in Kichijoji station area based on those reviews. Our method is able to recommend ramen restaurants for complex questions. The evaluation results showed that the accuracy of our method was 72%. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Generation of Reviews / Ramen Restaurant Recommendation / GPT / T5 / Natural Language Processing |
| Paper # | NLC2023-10 |
| Date of Issue | 2023-08-30 (NLC) |
| Conference Information | |
| Committee | NLC |
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| Conference Date | 2023/9/6(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Osaka Metropolitan University. Nakamozu Campus. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | The 20th Text Analytics Symposium |
| Chair | Mitsuo Yoshida(Univ. of Tsukuba) |
| Vice Chair | Hiroki Sakaji(Univ. of Tokyo) / Takeshi Kobayakawa(NHK) |
| Secretary | Hiroki Sakaji(rinna) / Takeshi Kobayakawa(Hiroshima Univ. of Economics) |
| Assistant | Kanjin Takahashi(Sansan) / Yasuhiro Ogawa(Nagoya Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Natural Language Understanding and Models of Communication |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Ramen Restaurant Recommendation System by Automatic Generation of Reviews |
| Sub Title (in English) | |
| Keyword(1) | Generation of Reviews |
| Keyword(2) | Ramen Restaurant Recommendation |
| Keyword(3) | GPT |
| Keyword(4) | T5 |
| Keyword(5) | Natural Language Processing |
| 1st Author's Name | Yota Amano |
| 1st Author's Affiliation | SEIKEI University(SEIKEI Univ.) |
| 2nd Author's Name | Kengo Enami |
| 2nd Author's Affiliation | SEIKEI University(SEIKEI Univ.) |
| 3rd Author's Name | Hiroyuki Sakai |
| 3rd Author's Affiliation | SEIKEI University(SEIKEI Univ.) |
| Date | 2023-09-07 |
| Paper # | NLC2023-10 |
| Volume (vol) | vol.123 |
| Number (no) | NLC-176 |
| Page | pp.pp.51-56(NLC), |
| #Pages | 6 |
| Date of Issue | 2023-08-30 (NLC) |