NLPコロキウム：Unsupervised Abstractive Summarization Based on Tree-Structured Topic Guidance and Rate-Distortion Theory

NLPコロキウムで使用したスライド
https://nlp-colloquium-jp.github.io/schedule/2022-03-23_masaru-isonuma/

Transcript

1. Unsupervised Abstractive Summarization Based on Tree-Structured Topic Guidance & Rate-Distortion Theory Masaru Isonuma
2. ࣗݾ঺հ 2 • үপ େ/Masaru Isonuma • ܦྺ – 2015೥3݄ ౦ژେֶ޻ֶ෦ ଔۀʢେ࿨ɾṦํݚڀࣨʣ – 2017೥3݄ ౦ژେֶେֶӃ޻ֶܥݚڀՊम࢜՝ఔ मྃʢࡔాɾ৿ݚڀࣨʣ ʢίϯαϧςΟϯάاۀۈ຿Λܦͯʣ – 2021೥9݄ ౦ژେֶେֶӃ޻ֶܥݚڀՊത࢜՝ఔ मྃʢࡔాɾ৿ݚڀࣨʣ – ݱࡏ ౦ژେֶେֶӃ޻ֶܥݚڀՊ ࡔాɾ৿ݚڀࣨ ಛ೚ݚڀһ ܦྺ ݚڀ಺༰ • ڭࢣͳ͠/ऑڭࢣ෇͖ཁ໿ – จॻ෼ྨͱͷϚϧνλεΫֶशʹΑΔॏཁจநग़ (EMNLP’17) – ஊ࿩ߏ଄Λଊ͑ͨڭࢣͳ͠ϔουϥΠϯੜ੒ (ACL’19) – τϐοΫߏ଄ʹجͮ͘ڭࢣͳ͠ཁ໿ੜ੒ (TACL’21) • τϐοΫϞσϧ – ໦ߏ଄χϡʔϥϧτϐοΫϞσϧ (ACL’20) ίϯαϧ͔Βڭࢣͳ͠ཁ໿ݚڀʹࢸͬͨܦҢʢʁʣ ͕هࡌ͞Ε͍ͯΔnoteهࣄ https://note.com/jst_kisokenkyu/n/n90d06ec74985
3. • τϐοΫ໦ߏ଄ʹجͮ͘ڭࢣͳ͠ཁ໿ੜ੒ w/ J. Mori, D. Bollegala, I. Sakata (TACL’21) ຊ೔ͷྲྀΕ 3 લ൒ɿ͜Ε·Ͱͷݚڀ ޙ൒ɿݱࡏͷݚڀ಺༰ • Ϩʔτ࿪Έཧ࿦ʹجͮ͘ڭࢣͳ͠ཁ໿ੜ੒ overall service food atmo- sphere location place taste price The food here is fantastic, easily the best sub sandwiches in the Arizona area. The shop is local and family run, so I definitely choose it over a lot of the large national chains that are all around town. The staff are extremely friendly and will always go above and beyond in creating a delicious sandwich for you. You will not be let down by the great food that they make here! ҰൠԽ Έ͔Μ͕޷͖ ΓΜ͕͝޷͖ ੺͍ڕ͕޷͖ ੨͍ڕ͕޷͖ Ռ෺͕޷͖ ڕ͕޷͖ จষ ཁ໿ 1bit 2bit
4. ࡢࠓɺࣗಈจॻཁ໿͸ඈ༂తʹਐԽ͍ͯ͠Δ matthew kenney, 34, said he smoked flakka before he went streaking . was arrested on saturday after run through fort lauderdale, florida . drug is made from same version of stimulant used to produce bath salts . it causes euphoria, hallucinations, psychosis and superhuman strength . kenney has prior arrests and was hospitalized for a psychiatric evaluation . ৽ฉهࣄ matthew kenney, 34, told police he smoked flakka before he streaked through traffic in fort lauderdale while only wearing a pair of sneakers . he said he was escaping imaginary killers who he believed stole his clothes and wanted to murder him . kenney has previous arrests for disorderly conduct, making a riot and possession of a controlled substance . ࣗಈཁ໿ (PEGASUS; Zhang et al., 2020) ਓ͕࡞੒ͨ͠ࢀরཁ໿ • ਺ສ݅୯Ґͷࢀরཁ໿ͷύλʔϯΛֶश͢Δڭࢣ͋Γख๏Ͱඈ༂తʹੑೳ͕޲্ • ௚ۙͰ͸৽ฉهࣄͳͲͷσʔληοτͰਓͱಉ౳ͷੑೳΛୡ੒ (PEGASUS; Zhang et al., 2020) ≈ 2022/4/14 4 ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… …………………………………
5. ͔͠͠ࢀরཁ໿͕গͳ͍จॻʹ͸ద༻͕ࠔ೉ The food here is fantastic, easily the best sub sandwiches in the Arizona area. The shop is local and family run, so I definitely choose it over a lot of the large national chains that are all around town. The staff are extremely friendly and will always go above and beyond in creating a delicious sandwich for you. You will not be let down by the great food that they make here! ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ……………………………………………… ………………………………… McGurkee's is a family run restaurant that has been serving up Italian sandwiches for over 30 years . • ྫ͑͹Web্ͷϨϏϡʔ΍SNS౤ߘͳͲͷҙݟจॻ͸τϐοΫ͕ଟ༷Ͱɺࢀরཁ໿ͷ༻ҙ͕ࠔ೉ • ͜͏ͨ͠จॻʹ͸ɺڭࢣ͋Γख๏͸͏·͘ػೳ͠ͳ͍ ≈ 2022/4/14 5 YelpϨϏϡʔ ࣗಈཁ໿ (PEGASUS; Zhang et al., 2020) ਓ͕࡞੒ͨ͠ࢀরཁ໿
6. τϐοΫ໦ߏ଄Λख͕͔Γʹ͢Δ͜ͱͰࢀরཁ໿Λෆཁʹ͢Δ 6 The food here is fantastic, easily the best sub sandwiches in the Arizona area. The shop is local and family run, so I definitely choose it over a lot of the large national chains that are all around town. The staff are extremely friendly and will always go above and beyond in creating a delicious sandwich for you. You will not be let down by the great food that they make here! The sesame bread is amazing. The sandwich was huge but I ended up eating the whole thing. Very very good! Delicious. Cheap. Friendly. Quick (if you want it to be!). What more could you ask for? The atmosphere at McGurkee's is reminiscent of an old town go-to with the friendliest staff in the valley. The sandwiches are inexpensive and are, in my opinion, the best Italian subs in AZ. Get the Sicilian if you want to know what a real sub tastes like. Awesome sandwiches best bread, had the Pastrami Sandwich and it was a great experience with the homemade bread, pastrami meat and the condiments included, would not change a thing. Did I mention the bread? It is toasted and has a great taste and firm consistency. The restaurant is an older quaint building which is nice and fun. better One of the best sandwiches in town. There is nothing not to like about this place, great sandwiches and a friendly staff of people working behind the counter. Forget about the chains and give this place a try you willl be glad you did. It's been a while since I've been in this place, and I figured it was time for a good sammie. I've had a few of their sandwiches in the past, but today I got the Athenian chicken sandwich. The onions and feta cheese adds a nice flavor to it. I would recommend this place if you are in the area or for someone who wants to venture out from their usual sandwich joint. • τϐοΫ໦ߏ଄Λਪఆ • τϐοΫຖʹཁ໿จΛੜ੒ YelpϨϏϡʔ ཁ໿ ఏҊख๏ overall service food atmo- sphere location place taste price
7. จॻதͷจͷજࡏ෼෍Λࠞ߹Ψ΢ε෼෍Ͱදݱ જࡏ෼෍ʢࠞ߹Ψ΢ε෼෍ʣ ໦ߏ଄τϐοΫϞσϧͰ τϐοΫൺ཰Λਪఆ͠ɺ ରԠؔ܎ΛֶशʢVAEʣ 0.1 0.5 0.4 Food Service Overall The food is delicious and the service is top notch. 2021/7/7 7 จॻதͷจ food service overall
8. ࠞ߹Ψ΢ε෼෍Λ෼ղ͠ɺτϐοΫຖͷจͷ෼෍ʹ෼ղ food service overall I love this restaurant. The sandwich is amazing. Wonderful service and staffs. ෼ղ small large small જࡏ෼෍ʢࠞ߹Ψ΢ε෼෍ʣ જࡏ෼෍ʢ୯ๆΨ΢ε෼෍ʣ ਌ͷ෼ࢄ͕ࢠΑΓ΋େ͖͘ͳΔ Α͏ʹֶश͢Δ͜ͱͰɺཻ౓ͷ ҟͳΔཁ໿จΛੜ੒ 0.1 0.5 0.4 Food Service Overall The food is delicious and the service is top notch. 2021/7/7 8 food service overall จॻதͷจ ཁ໿จ ฏۉΛσίʔυ ໦ߏ଄τϐοΫϞσϧͰ τϐοΫൺ཰Λਪఆ͠ɺ ରԠؔ܎ΛֶशʢVAEʣ
9. • طଘͷڭࢣͳ͠ੜ੒ܕཁ໿΍ࣄલֶशཁ໿ϞσϧʢPEGASUSʣΛ্ճΔ/ڝ߹͢ΔੑೳΛ֬ೝ – ਓखධՁͰ͸ಛʹཁ໿ͷcoherencyɺinformativenessʹ͍ͭͯߴධՁ • ಛʹPEGASUSʹରͯ͠͸ڭࢣͳ͠ઃఆͰ͸ఏҊ๏ͷੑೳ͕ஶ্͘͠ճΓɺ ڭࢣ͋Γઃఆʹ͓͍ͯ΋ఏҊ๏͕ڝ߹͢Δ/্ճΔ͜ͱΛ֬ೝʢग़൛ޙͷ௥Ճ࣮ݧʣ ଟจॻཁ໿ʹͯੑೳΛݕূ ڭࢣͳ͠நग़ܕ ڭࢣͳ͠ੜ੒ܕ ఏҊ๏ 2021/7/7 9 ڭࢣ͋Γੜ੒ܕ
10. જࡏ෼෍ͷ෼ࢄ͕খ͘͞ͳΔͱੜ੒͞ΕΔจ͕ৄࡉʹͳΔ 2021/7/7 10 1. A great thing to go to the place. 11. Friendly staff and I appreciated the food. 12. There is a lot of a great meal. 112. Food was great, and the service was great. 111. The staff is very friendly and knowledgable. 121. The meal was great, but the food was fantastic. 122. The <unk> was delicious and the fish tacos were great. τϐοΫจͷજࡏ෼෍ʢPCAʣ ੜ੒͞ΕͨτϐοΫจ ਂ͘ͳΔ΄Ͳ ෼ࢄ͸খ͍͞ ਂ͘ͳΔ΄Ͳ ੜ੒จ͸ৄࡉ
11. • ͜Ε·Ͱ༷ʑͳڭࢣͳ͠ཁ໿Ϟσϧ͕ఏҊ – จϕΫτϧͷΫϥελॏ৺ɾத৺ੑ (Radev et al., 2000; Erkan & Radev, EMNLP’04) – จॻϕΫτϧͷฏۉ (Chu & Liu, ICML’19; Bražinskas, ACL’20) – ֤τϐοΫ΁ͷ෼ղ (Isonuma et al., TACL’21) ͳͲͳͲ… • ͲΕ΋΋ͬͱ΋Β͍͕͠ɺԿ͕ຊ౰ʹඞཁͳͷ ͔/ຊ࣭తʹಉ֓͡೦ͳͷ͔Θ͔Βͳ͍ → ʢڭࢣͳ͠ʣจষཁ໿ͷഎܠཧ࿦͕΄͍͠ ͜Ε·Ͱͷڭࢣͳ͠ཁ໿ݚڀʢࣗ෼ͷݚڀؚΉʣͷ൓লʢʁʣ 11 ཧֶతͳ໘ ޻ֶతͳ໘ • ڭࢣͳ͠ཁ໿ݚڀͷ๣ΒͰɺࣄલֶशϞσϧ ʹΑΔڭࢣ͋Γཁ໿͕ඈ༂తʹਐԽ – BART (Lewis et al., ACL’20) , – PEGASUS (Zhang et al., 2020), etc. • ҟͳΔΞʔΩςΫνϟͷཁ໿Ϟσϧʹ ࣄલֶशࡁΈϞσϧΛ૊ΈࠐΉͷ͸݁ߏ೉͍͠ (Liu et al., EMNLP’19) → ৽͍͠ڭࢣͳ͠ཁ໿ϞσϧͰ͸ͳ͘ɺ ৽͍͠ڭࢣͳֶ͠शํ๏͕΄͍͠
12. • จষཁ໿Λ৘ใཧ࿦ͷݴ༿Ͱද͢ͱɺ ඇՄٯσʔλѹॖͱΈͳͤΔ • ͕ͨͬͯ͠ඇՄٯσʔλѹॖͷഎܠཧ࿦Ͱ͋Δ Ϩʔτ࿪Έཧ࿦ (Shannon, 1959; Berger, 1971) ͸ɺ จষཁ໿ͷഎܠཧ࿦ʹ΋ͳΔͷͰ͸ͳ͍͔ ൓লΛ౿·͑ͨݱࡏͷݚڀ֓ཁ 12 ཧֶతͳ໘ ޻ֶతͳ໘ • Ϩʔτ࿪Έཧ࿦ʹجͮ͘จষཁ໿ͷ৽͍͠໨త ؔ਺ʢֶशํ๏ʣΛఏҊ • จষཁ໿Ϟσϧ𝑝(𝑦|𝑥)͸ԿͰ΋Α͘ɺ ࣄલֶशϞσϧΛ࢖͏͜ͱ΋Մೳ • ϋΠύʔύϥϝʔλ΍࿪Έؔ਺ʢޙड़ʣͰ ཁ໿ͷ௕͞΍಺༰Λ੍ޚՄೳ Έ͔Μ͕޷͖ ΓΜ͕͝޷͖ ੺͍ڕ͕޷͖ ੨͍ڕ͕޷͖ Ռ෺͕޷͖ ڕ͕޷͖ จষ ཁ໿ 1bit 2bit จॻ𝑥 ཁ໿𝑦 จষཁ໿ Ϟσϧ 𝑝(𝑦|𝑥) 𝑝(𝑦|𝑥) = argmin !(#|%) 𝐿[𝑝 𝑦 𝑥 ]
13. • ೖྗʢѹॖ͍ͨ͠৘ใʣΛ𝑋ɺग़ྗʢ𝑋Λѹॖͨ͠৘ใʣΛ𝑌ͱ͢Δ 𝑋͸Ұ༷෼෍𝑝(𝑥)ʹج͖ͮɺ𝑌͸𝑝(𝑦|𝑥)ʹج͖ͮఆ·ΔͱԾఆ͢Δ Ϩʔτ࿪Έཧ࿦ͱ͸ 13 0 1 2 3 0 1 2 3 0 1 2 3 0.5 2.5 𝑋 𝑌 𝑋 𝑌 0 1 2 3 0.5 2.5 𝑋 𝑌 𝑝(𝑦|𝑥) (c) (b) (a)
14. • ೖྗʢѹॖ͍ͨ͠৘ใʣΛ𝑋ɺग़ྗʢ𝑋Λѹॖͨ͠৘ใʣΛ𝑌ͱ͢Δ 𝑋͸Ұ༷෼෍𝑝(𝑥)ʹج͖ͮɺ𝑌͸𝑝(𝑦|𝑥)ʹج͖ͮఆ·ΔͱԾఆ͢Δ • Ϩʔτ࿪Έཧ࿦ͱ͸ɺѹॖޙͷ৘ใྔʢϨʔτʣΛҰఆʹͨ͠΋ͱͰɺ Ͳ͜·Ͱѹॖલޙͷޡࠩʢ࿪ΈʣΛখ͘͞Ͱ͖Δ͔ʹ͍ͭͯ࿦ͨ͡ɺඇՄٯσʔλѹॖͷجૅཧ࿦ Ϩʔτ࿪Έཧ࿦ͱ͸ 14 0 1 2 3 0 1 2 3 0 1 2 3 0.5 2.5 𝑋 𝑌 𝑋 𝑌 2bit 1bit (c) 0 1 2 3 0.5 2.5 𝑋 𝑌 Ϩʔτ: 1bit (b) (a) 1bit খ ແ = > Ϩʔτ ࿪Έ 2bit 1bit େ < > 𝑝(𝑦|𝑥)
15. • Ϩʔτ࿪Έཧ࿦Ͱ͸Ϩʔτͱ࿪ΈΛҎԼͰఆࣜԽ – Ϩʔτɿ૬ޓ৘ใྔ 𝐼 𝑋; 𝑌 = 𝐻 𝑋 − 𝐻 𝑋 𝑌 ʢ𝑌Λ஌Δ͜ͱͰݮΔ𝑋ͷෆ͔֬͞ʣ – ࿪Έɿޡࠩͷظ଴஋ Ε[𝑑 𝑥, 𝑦 ] = ∑!,# 𝑝 𝑥 𝑝 𝑦|𝑥 𝑑 𝑥, 𝑦 ʢ𝑑 𝑥, 𝑦 ͸೚ҙͷ࿪Έؔ਺ʣ Ϩʔτͱ࿪ΈͷఆࣜԽ 15 𝐼 𝑋; 𝑌 = 1 Ε[𝑑 𝑥, 𝑦 ] = 0.25 Ε[𝑑 𝑥, 𝑦 ] = 0 = > Ϩʔτ ࿪Έ ʢe.g., 2৐ޡࠩʣ 𝐼 𝑋; 𝑌 = 2 𝐼 𝑋; 𝑌 = 1 Ε[𝑑 𝑥, 𝑦 ] = 4.25 < > 0 1 2 3 0 1 2 3 0 1 2 3 0.5 2.5 𝑋 𝑌 𝑋 𝑌 2bit 1bit 0 1 2 3 0.5 2.5 𝑋 𝑌 Ϩʔτ: 1bit 𝑝(𝑦|𝑥) (c) (b) (a)
16. • Ϩʔτͱ࿪Έͷ૒ํΛ࠷খԽ͢Δ࠷దͳѹॖϞσϧ𝑝(𝑦|𝑥)͸ɺԼهࣜΛ࠷খԽ͢Δ͜ͱͰಘΒΕΔ 𝐿 𝑝 𝑦 𝑥 = 𝐼 𝑋; 𝑌 + 𝛽Ε[𝑑 𝑥, 𝑦 ] Ϩʔτ࿪Έཧ࿦ʹجͮ͘σʔλѹॖͷఆࣜԽ 16 0 1 2 3 0 1 2 3 0 1 2 3 0.5 2.5 𝑋 𝑌 𝑋 𝑌 0 1 2 3 0.5 2.5 𝑋 𝑌 𝑝(𝑦|𝑥) 𝛽 = େ 𝛽 = খ ࠷దԽޙ ࠷దԽલ 𝐼 𝑋; 𝑌 = 1 Ε[𝑑 𝑥, 𝑦 ] = 0.25 Ε[𝑑 𝑥, 𝑦 ] = 0 = > Ϩʔτ ࿪Έ ʢe.g., 2৐ޡࠩʣ 𝐼 𝑋; 𝑌 = 2 𝐼 𝑋; 𝑌 = 1 Ε[𝑑 𝑥, 𝑦 ] = 4.25 < >
17. • ಉ༷ʹɺจॻΛ𝑥ɺཁ໿Λ𝑦ͱ͠ɺ𝑝(𝑦|𝑥)Λཁ໿Ϟσϧʢe.g., Τϯίʔμσίʔμʣͱͨ͠ͱ͖ɺ ཁ໿λεΫ΋·ͨ𝐿 𝑝 𝑦 𝑥 Λ࠷খԽ͢Δ໰୊ͱͯ͠ଊ͑ΒΕΔͷͰ͸ͳ͍͔ 𝐿 𝑝 𝑦 𝑥 = 𝐼 𝑋; 𝑌 + 𝛽Ε[𝑑 𝑥, 𝑦 ] • 𝛽Ͱཁ໿ͷ௕͞΍୯ޠͷछྨ਺ΛίϯτϩʔϧͰ͖ͦ͏ Ϩʔτ࿪Έཧ࿦ʹجͮ͘จষཁ໿ͷఆࣜԽ 17 Έ͔Μ͕޷͖ ΓΜ͕͝޷͖ ੺͍ڕ͕޷͖ ੨͍ڕ͕޷͖ Έ͔Μ͕޷͖ ΓΜ͕͝޷͖ ੺͍ڕ͕޷͖ ੨͍ڕ͕޷͖ 𝑋 𝑌 𝛽 = େ 𝛽 = খ ࠷దԽޙ ࠷దԽલ Έ͔Μ͕޷͖ ΓΜ͕͝޷͖ ੺͍ڕ͕޷͖ ੨͍ڕ͕޷͖ Ռ෺͕޷͖ ڕ͕޷͖ 𝑋 𝑌 Έ͔Μ͕޷͖ ΓΜ͕͝޷͖ ੺͍ڕ͕޷͖ ੨͍ڕ͕޷͖ Ռ෺͕޷͖ ڕ͕޷͖ 𝑋 𝑌 ཁ໿͕୹͍or୯ޠͷछྨ͕গͳ͍ ཁ໿͕௕͍or୯ޠͷछྨ͕ଟ͍
18. • ڭࢣͳ͠ཁ໿͸ɺจ/จॻϕΫτϧͷฏۉ΍த৺ੑΛ༻͍Δ΋ͷ͕ଟ͍ (Radev et al., 2000; Erkan & Radev, EMNLP’04; Chu & Liu, ICML’19; Bražinskas, ACL’20; Isonuma et al., TACL’21, etc.) • ͜ΕΒͷख๏͸͍ͣΕ΋Ϩʔτͷ্ݶΛݻఆ͠ͳ͕ΒԿΒ͔ͷ࿪ΈΛ࠷খԽ͍ͯ͠ΔͱҰൠԽͰ͖Δ طଘͷڭࢣͳ͠ཁ໿ख๏ͱͷ઀఺ 18 ੜ੒ܕྫ (Isonuma et al., 2021) நग़ܕྫ (Radev et al., 2000) Ϩʔτ࿪Έཧ࿦తݟํ طଘख๏ GMMͷ֤Ψ΢ε෼෍ͷฏۉ ˔͔Βཁ໿จΛσίʔυ จϕΫτϧ จ𝑥 ཁ໿จ𝑦 จϕΫτϧ จ𝑥 ཁ໿จ𝑦 จϕΫτϧͷ֤Ϋϥελฏۉ ʹ࠷΋͍ۙཁ໿จ˔Λநग़ ϋʔυͳ𝑝(𝑦|𝑥)ͷ΋ͱͰɺϨʔτ ͷ্ݶΛΫϥελ਺ʹݻఆ͠ɺ ࿪Έʢೋ৐ޡࠩʣΛ࠷খԽ ιϑτͳ𝑝(𝑦|𝑥)ͷ΋ͱͰɺϨʔτ ͷ্ݶΛΨ΢ε෼෍ͷ਺ʹݻఆ͠ɺ ࿪Έʢೋ৐ޡࠩʣΛ࠷খԽ
19. • ڭࢣ͋Γཁ໿ֶशͷաఔͰɺϨʔτ𝐼 𝑋; 𝑌 ͱ࿪ΈΕ[𝑑 𝑥, 𝑦 ]͕Ͳ͏มԽ͢Δ͔ݟͯΈΔ – ࣄલֶशࡁBART (Lewis et al., ACL’20) Λ༻͍ͯɺ CNN-DailyMailσʔληοτͰཁ໿ੜ੒λεΫΛֶश – ೖྗͷ୯ޠ෼෍𝒑! ͱग़ྗͷ୯ޠ෼෍𝒑# ؒͷKL৘ใྔΛ࿪Έؔ਺ͱͯ͠࢖༻ (Peyrard, ACL’19) Ε[𝑑 𝑥, 𝑦 ] = ; !,# 𝑝 𝑥 𝑝 𝑦|𝑥 D$%[𝒑#||𝒑!] • Ծઆɿ – BARTͰ͸ೖྗจΛͦͷ··ग़ྗ͢ΔΑ͏ʹࣄલֶशΛߦ͏ͨΊɺཁ໿ֶशલ͸ࠨͷঢ়ଶʹ͍ۙ – ཁ໿ֶश͕ਐΉͱɺग़ྗ௕͕୹͘ͳΔor୯ޠͷछྨ͕গͳ͘ͳΔ͜ͱͰɺӈͷঢ়ଶʹۙͮ͘ ॳظతͳ࣮ݧ 19 Έ͔Μ͕޷͖ ΓΜ͕͝޷͖ ੺͍ڕ͕޷͖ ੨͍ڕ͕޷͖ Έ͔Μ͕޷͖ ΓΜ͕͝޷͖ ੺͍ڕ͕޷͖ ੨͍ڕ͕޷͖ 𝑋 𝑌 Έ͔Μ͕޷͖ ΓΜ͕͝޷͖ ੺͍ڕ͕޷͖ ੨͍ڕ͕޷͖ 𝑋 𝑌 Ռ෺͕޷͖ ڕ͕޷͖ ཁ໿ֶशલ Ϩʔτɿେ ࿪Έɿখ ཁ໿ֶशޙ Ϩʔτɿখ ࿪Έɿେ
20. • ֓ͶԾઆ௨Γͷ݁Ռ͕ಘΒΕͨ – ʢࠨਤʣֶश͕ਐΉͱϨʔτ͕খ͘͞ͳΓɺ࿪Έ͕େ͖͘ͳΔ – ʢӈਤʣϨʔτͷ૿ݮʹԠͯ͡ɺཁ໿௕͕૿ݮ͢Δ ࣮ݧ݁Ռ 20 Ϩʔτ ࿪Έ ֶशεςοϓ਺ Ϩʔτʢࠨ࣠ʣ ࿪Έʢӈ࣠ʣ Ϩʔτ ཁ໿௕ Ϩʔτʢࠨ࣠ʣ ཁ໿௕ʢӈ࣠ʣ ֶशεςοϓ਺ ≈
21. • ֶश͕ਐΉʹͭΕɺϨʔτͱ࿪Έͷ߹ܭ 𝐿 𝑝 𝑦 𝑥 = 𝐼 𝑋; 𝑌 + 𝛽Ε[𝑑 𝑥, 𝑦 ]͕খ͘͞ͳΔ • ࿪Έؔ਺͸ݕ౼ͷ༨஍͋Γʢ୯ޠ෼෍Ͱ͸ͳ͘ɺ୯ޠຒΊࠐΈΛ༻͍ͨ΋ͷͳͲʣ ࣮ݧ݁Ռ 21 Ϩʔτ𝐼 𝑋; 𝑌 ࿪ΈΕ[𝑑 𝑥, 𝑦 ] 100εςοϓ໨ 200εςοϓ໨ … ࠨԼํ޲ ʹਐΉ
22. • ༷ʑͳڭࢣͳ͠ཁ໿ख๏͕ɺϨʔτͱ࿪Έͷ࠷খԽʹؼண͞ΕΔ͜ͱΛࣔͨ͠ – τϐοΫจੜ੒ʹΑΔڭࢣͳ͠ཁ໿΋ͦͷҰͭ • ࣮ࡍʹɺڭࢣ͋Γཁ໿ֶशͷաఔͰϨʔτͱ࿪Έͷ߹ܭ͕খ͘͞ͳΔ͜ͱΛ֬ೝͨ͠ – ࠓޙ͸ٯʹɺϨʔτͱ࿪ΈΛ࠷খԽ͢Δ͜ͱͰɺจষཁ໿λεΫΛղ͚Δ͔ݕূ – ߋʹɺϨʔτ࿪Έཧ࿦Λ֦ுͨ͠࿮૊ΈͰ͋Δinformation bottleneck๏ʹΑΓɺ aspect-based summarizationͱ͍ͬͨɺཁ໿಺༰Λ੍ޚ͢Δඞཁͷ͋Δจষཁ໿λεΫΛղ͚ͳ͍͔ݕূ • ߋʹɺΩϟϓγϣϯੜ੒ͳͲɺจষҎ֎ͷσʔλΛจষʹʮѹॖʯ͢ΔλεΫΛ ͜ͷ࿮૊ΈͰఆࣜԽͰ͖ͳ͍͔௅ઓ͍ͨ͠ʢໝ૝ʣ ·ͱΊͱࠓޙͷల๬ 22