initial upload

README.md

@@ -1,3 +1,38 @@
 ---
 license: apache-2.0
 ---
+
+## advABSA
+
+An adversarial aspect-based sentiment analysis (ABSA) benchmark, dubbed [*adv*ABSA](https://arxiv.org/pdf/2207.08099.pdf) for both aspect-based sentiment classification (SC) and opinion extraction (OE).
+
+### *adv*ABSA (Adversarial ABSA Benchmark)
+
+In response to the concerning robustness issue of ABSA, [Arts](https://aclanthology.org/2020.emnlp-main.292.pdf) is proposed, which contains datasets crafted only for adversarial evaluaiton on SC but not for OE. So we additionally craft datasets for adversarial evaluaiton on OE following their track. These gathered datasets form *adv*ABSA. That is, *adv*ABSA can be decomposed to two parts, where the first part is Arts-\[domain\]-SC reused from Arts and the second part is Arts-\[domain\]-OE newly produced by us.
+
+### *std*ABSA (Standard ABSA Benchmark)
+
+In addition, we also provide *std*ABSA containing datasets from SemEval14 for standard evaluation, namely Sem14-\[domain\]-SC and Sem14-\[domain\]-OE. So corresponding performance drops can be measured properly.
+
+### Usage
+
+
+
+### Citation
+
+If you find *adv*ABSA useful, please kindly star this repositary and cite our paper as follows:
+
+```bibtex
+@inproceedings{ma-etal-2022-aspect, 
+    title = "Aspect-specific Context Modeling for Aspect-based Sentiment Analysis", 
+    author = "Ma, Fang and Zhang, Chen and Zhang, Bo and Song, Dawei",
+    booktitle = "NLPCC", 
+    month = "sep", year = "2022", 
+    address = "Guilin, China", 
+    url = "https://arxiv.org/pdf/2207.08099.pdf",
+}
+```
+
+### Credits
+
+The benchmark is mainly processed by [Fang Ma](https://github.com/BD-MF).

stdABSA/Sem14-Lap-SC/dev.json

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+        "sentence": "\u00a0 Worse, for the price I could get a *netbook* that outperforms this machine.",
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+        "sentence": "Also, my sister got the exact same laptop (since they were so cheap) and after 8 months, the screen split in half just from everyday use.",
+        "term": "screen",
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+}

stdABSA/Sem14-Rest-SC/dev.json

@@ -0,0 +1,1502 @@
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+        "sentence": "It might have been a little too spicy for my friend, which you can couteract with eat more rice and keeping water on hand.",
+        "term": "rice",
+        "to": 95
+    },
+    "2224_1": {
+        "contra": false,
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+        "term": "water",
+        "to": 113
+    },
+    "2226_0": {
+        "contra": false,
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+        "id": "2226_0",
+        "multi": true,
+        "polarity": "positive",
+        "sentence": "The price was extremely reasonable for the appetizers and food we ate.",
+        "term": "food",
+        "to": 62
+    },
+    "2226_1": {
+        "contra": false,
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+        "id": "2226_1",
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+        "sentence": "The price was extremely reasonable for the appetizers and food we ate.",
+        "term": "appetizers",
+        "to": 53
+    },
+    "2226_2": {
+        "contra": false,
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+        "term": "price",
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+    "2243_0": {
+        "contra": false,
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+        "id": "2243_0",
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+        "sentence": "Its location is good and the fact that Hutner College is near and their prices are very reasonable, makes students go back to Suan again and again.",
+        "term": "prices",
+        "to": 78
+    },
+    "2243_1": {
+        "contra": false,
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+        "sentence": "Its location is good and the fact that Hutner College is near and their prices are very reasonable, makes students go back to Suan again and again.",
+        "term": "location",
+        "to": 12
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+    "2259_0": {
+        "contra": false,
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+        "polarity": "neutral",
+        "sentence": "We ate outside at Haru's Sake bar because Haru's restaurant next door was overflowing.",
+        "term": "bar",
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+        "contra": false,
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+        "term": "basic dishes",
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+        "term": "service",
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+    "2403_0": {
+        "contra": false,
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+        "sentence": "I have to say that if this what makes it easier to get a saet a lunch- I dont mind.",
+        "term": "lunch",
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+    },
+    "2406_0": {
+        "contra": true,
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+        "sentence": "For appetizers, I recommend the shrimp fritters and dumplings.",
+        "term": "shrimp fritters",
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+    },
+    "2406_1": {
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+        "contra": false,
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+        "sentence": "I really recommend the very simple Unda (Egg) rolls.",
+        "term": "Unda (Egg) rolls",
+        "to": 51
+    },
+    "2467_0": {
+        "contra": false,
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+        "contra": false,
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+        "contra": false,
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+        "sentence": "This is the only Thai place I go too in NYC, it's wonderful, and live relaxed Jazz on certain nights.",
+        "term": "Jazz",
+        "to": 82
+    },
+    "2526_0": {
+        "contra": false,
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+        "sentence": "Deliveries often take up to an hour and the prices are higher than most other pizzerias in the area.",
+        "term": "prices",
+        "to": 50
+    },
+    "2526_1": {
+        "contra": false,
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+        "term": "Deliveries",
+        "to": 10
+    },
+    "2553_0": {
+        "contra": false,
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+        "multi": false,
+        "polarity": "negative",
+        "sentence": "After dealing with subpar pizza all over the Kensington neighborhood - I've found little toninos.",
+        "term": "pizza",
+        "to": 31
+    },
+    "2608_0": {
+        "contra": false,
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+        "id": "2608_0",
+        "multi": false,
+        "polarity": "negative",
+        "sentence": "Kind of a small place but I guess if they are not too busy might be able to fit a group or kids.",
+        "term": "place",
+        "to": 21
+    },
+    "2652_0": {
+        "contra": false,
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+        "multi": false,
+        "polarity": "negative",
+        "sentence": "The restaurant is dark and not very attractive and then you have spot lights shining on you putting you in the worst light possible, reaching for sunglasses.",
+        "term": "spot lights",
+        "to": 76
+    },
+    "2739_0": {
+        "contra": false,
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+        "multi": false,
+        "polarity": "positive",
+        "sentence": "I'm partial to the Gnocchi.",
+        "term": "Gnocchi",
+        "to": 26
+    },
+    "2782_0": {
+        "contra": true,
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+        "sentence": "All in all the food was above average and I would return to see how they operate with four or less dinners.",
+        "term": "dinners",
+        "to": 106
+    },
+    "2782_1": {
+        "contra": true,
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+        "term": "food",
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+    },
+    "292_0": {
+        "contra": true,
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+        "sentence": "I went with 5 friends and we lingered at the table for a bit and didn't feel rushed at all even though there was a wait.",
+        "term": "wait",
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+    },
+    "292_1": {
+        "contra": true,
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+        "sentence": "When we notified him that he didn't mention the specials, he didn't apologize but let us know that we made a very good decision regardless.",
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+    "2937_0": {
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+        "contra": false,
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+        "sentence": "The service is outstanding and my crab-cake eggs benedict could not have been better.",
+        "term": "crab-cake eggs benedict",
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+    "299_1": {
+        "contra": false,
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+        "term": "sushi chef",
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+    "3003_4": {
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+        "term": "wasabi",
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+        "term": "hunan chicken",
+        "to": 88
+    },
+    "3044_1": {
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+        "term": "chicken with garlic sauce",
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+    "3103_0": {
+        "contra": false,
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+        "sentence": "Ask for Usha, the nicest bartender in manhattan.",
+        "term": "bartender",
+        "to": 34
+    },
+    "3272_0": {
+        "contra": false,
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+        "polarity": "positive",
+        "sentence": "Sake collection was excellent (Try Nanbu Bijin), but pricy.",
+        "term": "Nanbu Bijin",
+        "to": 46
+    },
+    "3362_0": {
+        "contra": false,
+        "from": 10,
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+        "sentence": "Kenny the owner is always there and he treats my family like we are part of his family.",
+        "term": "owner",
+        "to": 15
+    },
+    "3463_0": {
+        "contra": false,
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+        "term": "food",
+        "to": 77
+    },
+    "3463_1": {
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+    },
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+        "sentence": "Went to Ottimo and was expecting outstanding pizza (as I love La Pizza Fresca).",
+        "term": "pizza",
+        "to": 50
+    },
+    "3511_0": {
+        "contra": true,
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+        "sentence": "A gentleman, maybe the manager, came to our table, and without so much as a smile or greeting asked for our order.",
+        "term": "manager",
+        "to": 30
+    },
+    "3511_1": {
+        "contra": true,
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+        "contra": false,
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+        "sentence": "We got in line and were served while in line a bannan fritter.",
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+    },
+    "3567_1": {
+        "contra": false,
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+    "3581_0": {
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+        "sentence": "My son and his girlfriend both wanted cheeseburgers and they were huge!",
+        "term": "cheeseburgers",
+        "to": 51
+    },
+    "3583_0": {
+        "contra": false,
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+        "id": "3583_0",
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+        "sentence": "Consequently, their burgers fell apart in their hands and made such a mess that they did'nt feel like finishing them.",
+        "term": "burgers",
+        "to": 27
+    },
+    "3625_0": {
+        "contra": true,
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+        "sentence": "Such nice people working here - but I have to review the food.",
+        "term": "people",
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+    },
+    "3625_1": {
+        "contra": true,
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+        "contra": false,
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+        "sentence": "I wasn't there for the Half-Price Saturday Night Special, but Tuesday Night.",
+        "term": "Half-Price Saturday Night Special",
+        "to": 56
+    },
+    "444_0": {
+        "contra": false,
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+        "multi": false,
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+        "sentence": "Veal Parmigana - Better than Patsy's!",
+        "term": "Veal Parmigana",
+        "to": 14
+    },
+    "448_0": {
+        "contra": false,
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+        "sentence": "Because of the delicate thin crust, take-out pies get soggy in their boxes.",
+        "term": "take-out pies",
+        "to": 49
+    },
+    "448_1": {
+        "contra": false,
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+    },
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+        "sentence": "A wonderful place!",
+        "term": "place",
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+    },
+    "547_0": {
+        "contra": true,
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+        "id": "547_0",
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+        "term": "wait",
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+    },
+    "547_1": {
+        "contra": true,
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+        "sentence": "I've had to wait only a few times during lunch but this place is definitely worth the wait.",
+        "term": "lunch",
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+    },
+    "562_0": {
+        "contra": false,
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+        "id": "562_0",
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+        "sentence": "Our tiny table for two (dinner plates hung over edge) was right in the middle of one of the lanes of waiter traffic.",
+        "term": "table",
+        "to": 14
+    },
+    "562_1": {
+        "contra": false,
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+        "sentence": "Our tiny table for two (dinner plates hung over edge) was right in the middle of one of the lanes of waiter traffic.",
+        "term": "dinner plates",
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+    },
+    "562_2": {
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+        "sentence": "Our tiny table for two (dinner plates hung over edge) was right in the middle of one of the lanes of waiter traffic.",
+        "term": "waiter traffic",
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+    },
+    "564_0": {
+        "contra": false,
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+        "id": "564_0",
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+        "sentence": "We were told that they were booked solid and no other table was available.",
+        "term": "table",
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+    },
+    "568_0": {
+        "contra": true,
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+        "id": "568_0",
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+        "polarity": "neutral",
+        "sentence": "To my right, the hostess stood over a busboy and hissed rapido, rapido as he tried to clear and re-set a table for six.",
+        "term": "table",
+        "to": 110
+    },
+    "568_1": {
+        "contra": true,
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+        "polarity": "negative",
+        "sentence": "To my right, the hostess stood over a busboy and hissed rapido, rapido as he tried to clear and re-set a table for six.",
+        "term": "hostess",
+        "to": 24
+    },
+    "568_2": {
+        "contra": true,
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+        "sentence": "To my right, the hostess stood over a busboy and hissed rapido, rapido as he tried to clear and re-set a table for six.",
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+    },
+    "629_0": {
+        "contra": false,
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+        "sentence": "The place's decor and hidden bathrooms made for a good laugh.",
+        "term": "decor",
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+    },
+    "629_1": {
+        "contra": false,
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+        "sentence": "The place's decor and hidden bathrooms made for a good laugh.",
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+    "671_0": {
+        "contra": false,
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+        "sentence": "Each table has a pot of boiling water sunken into its surface, and you get platters of thin sliced meats, various vegetables, and rice and glass noodles.",
+        "term": "table",
+        "to": 10
+    },
+    "671_1": {
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+        "sentence": "Each table has a pot of boiling water sunken into its surface, and you get platters of thin sliced meats, various vegetables, and rice and glass noodles.",
+        "term": "glass noodles",
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+        "sentence": "My family and I ate here last night for our annual Christmas dinner with the family members who would rather spend the holidays with friends out-of-town.",
+        "term": "Christmas dinner",
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+        "sentence": "Try the Times Square cocktail -- ginger lemonade with vodka (also available without vodka.)",
+        "term": "ginger lemonade with vodka",
+        "to": 59
+    },
+    "930_1": {
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+        "sentence": "Very good wine choices.",
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+}