metadata
license: mit
diwank/silicone-merged
Merged and simplified dialog act datasets from the silicone collection
Note: This dataset is highly imbalanced and it is recommended to use a library like imbalanced-learn before proceeding with training.
Feature description
text_a: The utterance prior to the utterance being classified. (Say for dialog with turns 1-2-3, if we are trying to find the dialog act for 2, text_a is 1)text_b: The utterance to be classifiedlabel: Dialog act label (as integer between 0-10, as mapped below)
Labels map
[
(0, 'acknowledge')
(1, 'answer')
(2, 'backchannel')
(3, 'reply_yes')
(4, 'exclaim')
(5, 'say')
(6, 'reply_no')
(7, 'hold')
(8, 'ask')
(9, 'intent')
(10, 'ask_yes_no')
]
How the original datasets were mapped:
mapping = {
"acknowledge": {
"swda": [
"aap_am",
"b",
"bk"
],
"mrda": [],
"oasis": [
"ackn",
"accept",
"complete"
],
"maptask": [
"acknowledge",
"align"
],
"dyda_da": [
"commissive"
]
},
"answer": {
"swda": [
"bf",
],
"mrda": [],
"oasis": [
"answ",
"informCont",
"inform",
"answElab",
"directElab",
"refer"
],
"maptask": [
"reply_w",
"explain"
],
"dyda_da": [
"inform"
]
},
"backchannel": {
"swda": [
"ad",
"bh",
"bd",
"b^m"
],
"mrda": [
"b"
],
"oasis": [
"backch",
"selfTalk",
"init"
],
"maptask": ["ready"],
"dyda_da": []
},
"reply_yes": {
"swda": [
"na",
"aa"
],
"mrda": [],
"oasis": [
"confirm"
],
"maptask": [
"reply_y"
],
"dyda_da": []
},
"exclaim": {
"swda": [
"ft",
"fa",
"fc",
"fp"
],
"mrda": [],
"oasis": [
"appreciate",
"bye",
"exclaim",
"greet",
"thank",
"pardon",
"thank-identitySelf",
"expressRegret"
],
"maptask": [],
"dyda_da": []
},
"say": {
"swda": [
"qh",
"sd"
],
"mrda": ["s"],
"oasis": [
"expressPossibility",
"expressOpinion",
"suggest"
],
"maptask": [],
"dyda_da": []
},
"reply_no": {
"swda": [
"nn",
"ng",
"ar"
],
"mrda": [],
"oasis": [
"refuse",
"negate"
],
"maptask": [
"reply_n"
],
"dyda_da": []
},
"hold": {
"swda": [
"^h",
"t1"
],
"mrda": [
"f"
],
"oasis": [
"hold"
],
"maptask": [],
"dyda_da": []
},
"ask": {
"swda": [
"qw",
"qo",
"qw^d",
"br",
"qrr"
],
"mrda": [
"q"
],
"oasis": [
"reqInfo",
"reqDirect",
"offer"
],
"maptask": [
"query_w"
],
"dyda_da": [
"question"
]
},
"intent": {
"swda": [],
"mrda": [],
"oasis": [
"informIntent",
"informIntent-hold",
"expressWish",
"direct",
"raiseIssue",
"correct"
],
"maptask": [
"instruct",
"clarify"
],
"dyda_da": [
"directive"
]
},
"ask_yes_no": {
"swda": [
"qy^d",
"^g"
],
"mrda": [],
"oasis": [
"reqModal"
],
"maptask": [
"query_yn",
"check"
],
"dyda_da": []
}
}