From 7cec7e9768ae9a4d25b33d24381c674d4bfa7cd1 Mon Sep 17 00:00:00 2001
From: emetheni <lenakmeth@gmail.com>
Date: Thu, 29 Feb 2024 15:17:39 +0100
Subject: [PATCH] add requirements
---
README.md | 12 +-
classifier_pytorch.py | 5 +-
mappings/test.tsv | 40 +++----
mappings/zero-shot/deu_zero-shot.tsv | 164 ---------------------------
mappings/zero-shot/eng_zero-shot.tsv | 164 ---------------------------
mappings/zero-shot/eus_zero-shot.tsv | 164 ---------------------------
mappings/zero-shot/fas_zero-shot.tsv | 164 ---------------------------
mappings/zero-shot/fra_zero-shot.tsv | 164 ---------------------------
mappings/zero-shot/ita_zero-shot.tsv | 164 ---------------------------
mappings/zero-shot/nld_zero-shot.tsv | 164 ---------------------------
mappings/zero-shot/por_zero-shot.tsv | 164 ---------------------------
mappings/zero-shot/rus_zero-shot.tsv | 164 ---------------------------
mappings/zero-shot/spa_zero-shot.tsv | 164 ---------------------------
mappings/zero-shot/tha_zero-shot.tsv | 164 ---------------------------
mappings/zero-shot/tur_zero-shot.tsv | 164 ---------------------------
mappings/zero-shot/zho_zero-shot.tsv | 164 ---------------------------
requirements.txt | 7 ++
17 files changed, 38 insertions(+), 2158 deletions(-)
delete mode 100644 mappings/zero-shot/deu_zero-shot.tsv
delete mode 100644 mappings/zero-shot/eng_zero-shot.tsv
delete mode 100644 mappings/zero-shot/eus_zero-shot.tsv
delete mode 100644 mappings/zero-shot/fas_zero-shot.tsv
delete mode 100644 mappings/zero-shot/fra_zero-shot.tsv
delete mode 100644 mappings/zero-shot/ita_zero-shot.tsv
delete mode 100644 mappings/zero-shot/nld_zero-shot.tsv
delete mode 100644 mappings/zero-shot/por_zero-shot.tsv
delete mode 100644 mappings/zero-shot/rus_zero-shot.tsv
delete mode 100644 mappings/zero-shot/spa_zero-shot.tsv
delete mode 100644 mappings/zero-shot/tha_zero-shot.tsv
delete mode 100644 mappings/zero-shot/tur_zero-shot.tsv
delete mode 100644 mappings/zero-shot/zho_zero-shot.tsv
create mode 100644 requirements.txt
diff --git a/README.md b/README.md
index 51d514a..4ee9618 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,7 @@
This repository hosts the code for the paper "Zero-shot learning for multilingual discourse relation classification" by Eleni Metheniti, Philippe Muller, Chloé Braud, and Margarita Hernández-Casas.
-To appear in LREC-COLING 2024. Paper available soon in the LREC-COLING 2024 Proceedings.
+Preprint available in HAL: [https://hal.science/hal-04483805](https://hal.science/hal-04483805)
## Datasets
@@ -14,11 +14,11 @@ The full list of datasets with statistics: [here](https://github.com/disrpt/shar
## Prerequisites
-* torch
+* torch (tested on 1.12 with CUDA)
* transformers
* scikit-learn
-Install requirements with ```pip install requirements.txt``` or in a conda environment with ```conda env create -f environment.yml``` and activate it.
+Install requirements with ```pip install requirements.txt```.
## Run
@@ -56,4 +56,8 @@ Additional arguments and defaults:
```
## References
-Prasad, Rashmi, Webber, Bonnie, Lee, Alan, & Joshi, Aravind. (2019). Penn Discourse Treebank Version 3.0 [Data set]. Linguistic Data Consortium. https://doi.org/10.35111/QEBF-GK47
\ No newline at end of file
+
+Metheniti, Eleni, Muller, Philippe, Braud, Chloé, & Hernández-Casas, Margarita. (2024). Zero-shot learning for multilingual discourse relation classification. ⟨hal-04483805⟩
+
+Prasad, Rashmi, Webber, Bonnie, Lee, Alan, & Joshi, Aravind. (2019). Penn Discourse Tree
+bank Version 3.0 [Data set]. Linguistic Data Consortium. https://doi.org/10.35111/QEBF-GK47
\ No newline at end of file
diff --git a/classifier_pytorch.py b/classifier_pytorch.py
index a57175d..688f6f4 100644
--- a/classifier_pytorch.py
+++ b/classifier_pytorch.py
@@ -132,7 +132,7 @@ def train(model,
#specific_results
):
- device = torch.device("cuda" if args.use_cuda else "cpu")
+ device = torch.device("cpu")
criterion = nn.CrossEntropyLoss()
optimizer = AdamW(model.parameters(), #Adam
@@ -140,7 +140,8 @@ def train(model,
eps = 1e-8
)
- if args.use_cuda:
+ if args.use_cuda == 'yes':
+ device = torch.device("cuda")
model = model.cuda()
criterion = criterion.cuda()
diff --git a/mappings/test.tsv b/mappings/test.tsv
index c131bd1..0c5c6b7 100644
--- a/mappings/test.tsv
+++ b/mappings/test.tsv
@@ -1,25 +1,25 @@
LABEL MAPPING
-contrast 0
-evaluation-n 1
-solutionhood 2
-means 3
-interpretation 4
-cause 5
-summary 6
+antithesis 0
+solutionhood 1
+condition 2
+elaboration 3
+contrast 4
+evaluation-n 5
+background 6
result 7
-conjunction 8
-concession 9
-joint 10
-condition 11
-e-elaboration 12
-circumstance 13
-purpose 14
-reason 15
-preparation 16
-background 17
-elaboration 18
-evaluation-s 19
-antithesis 20
+interpretation 8
+summary 9
+means 10
+cause 11
+circumstance 12
+reason 13
+concession 14
+purpose 15
+e-elaboration 16
+evaluation-s 17
+conjunction 18
+preparation 19
+joint 20
joint-list 21
list 21
explanation-evidence 22
diff --git a/mappings/zero-shot/deu_zero-shot.tsv b/mappings/zero-shot/deu_zero-shot.tsv
deleted file mode 100644
index 29ebc0e..0000000
--- a/mappings/zero-shot/deu_zero-shot.tsv
+++ /dev/null
@@ -1,164 +0,0 @@
-LABEL MAPPING
-evaluation 0
-comparison.similarity 1
-contingency.goal 2
-interrupted 3
-enablement 4
-mode 5
-temporal.synchronous 6
-expansion.substitution 7
-expansion.exception 8
-contingency.negative-condition+speechact 9
-interpretation-evaluation 10
-restatement-partial 11
-contingency.negative-condition 12
-joint-other 13
-manner-means 14
-temporal 15
-preparation 16
-adversative-antithesis 17
-adversative-concession 18
-expansion.disjunction 19
-comparison.concession+speechact 20
-elab-process_step 21
-restatement-repetition 22
-parenthetical 23
-circumstance 24
-contingency.cause+belief 25
-contingency.purpose 26
-explanation-evidence 27
-organization-preparation 28
-conjunction 29
-cause-effect 30
-interpretation 31
-purpose-attribute 32
-causal-cause 33
-temploc 34
-parallel 35
-joint-sequence 36
-evaluation-comment 37
-progression 38
-comparison.contrast 39
-topic-comment 40
-expansion.restatement 41
-q_elab 42
-antithesis 43
-topic-drift 44
-bg-compare 45
-context-background 46
-organization-phatic 47
-clarification_question 48
-contingency.negative-cause 49
-root 50
-attribution 51
-topic-solutionhood 52
-mode-manner 53
-explanation-justify 54
-organization-heading 55
-attribution-positive 56
-contrast 57
-contingency.cause 58
-contingency.condition 59
-joint 60
-elaboration-attribute 61
-restatement-mn 62
-topic-question 63
-continuation 64
-expansion.manner 65
-causal 66
-organization 67
-bg-goal 68
-narration 69
-contingency-condition 70
-mode-means 71
-elab-addition 72
-adversative 73
-effect 74
-expansion.alternative 75
-nonvolitional-result-e 76
-elab-definition 77
-hypophora 78
-volitional-result 79
-concession 80
-expansion.correction 81
-comparison.degree 82
-comparison.concession 83
-result 84
-expansion.equivalence 85
-elaboration-additional 86
-purpose-goal 87
-elaboration 88
-nonvolitional-cause 89
-exp-reason 90
-explanation-motivation 91
-question_answer_pair 92
-contingency.condition+speechact 93
-conclusion 94
-explanation* 95
-contingency 96
-contingency.negative 97
-attribution-negative 98
-cause 99
-topic 100
-contingency.cause+speechact 101
-comparison 102
-volitional-cause 103
-purpose 104
-flashback 105
-context-circumstance 106
-background 107
-elab-aspect 108
-nonvolitional-cause-e 109
-elab-example 110
-temporal.asynchronous 111
-condition 112
-expansion 113
-adversative-contrast 114
-expansion.instantiation 115
-joint-list 116
-acknowledgement 117
-frame 118
-summary 119
-causal-result 120
-expansion.level-of-detail 121
-means 122
-explanation 123
-elab-enumember 124
-nonvolitional-result 125
-context 126
-e-elaboration 127
-solutionhood 128
-comment 129
-topic-change 130
-expansion.conjunction 29
-alternation 75
-conditional 112
-goal 87
-correction 81
-alternative 75
-disjunction 19
-evidence 27
-justify 54
-list 116
-motivation 91
-restatement 41
-sequence 36
-unless 57
-causation 99
-bg-general 107
-exp-evidence 27
-otherwise 73
-unconditional 19
-joint-disjunction 19
-repetition 22
-temporal.synchrony 6
-textual-organization 67
-cause-result 30
-findings 84
-qap 92
-expansion.level 121
-qap.hypophora 78
-expansion.genexpansion 113
-evaluation-n 160
-reason 161
-evaluation-s 162
diff --git a/mappings/zero-shot/eng_zero-shot.tsv b/mappings/zero-shot/eng_zero-shot.tsv
deleted file mode 100644
index 42041e9..0000000
--- a/mappings/zero-shot/eng_zero-shot.tsv
+++ /dev/null
@@ -1,164 +0,0 @@
-LABEL MAPPING
-adversative-concession 0
-expansion.equivalence 1
-summary 2
-temporal.synchronous 3
-context-background 4
-topic-change 5
-comparison.degree 6
-contingency.cause 7
-explanation-motivation 8
-background 9
-elab-addition 10
-continuation 11
-organization-preparation 12
-preparation 13
-topic-drift 14
-contingency.cause+belief 15
-contingency.goal 16
-reason 17
-attribution-negative 18
-purpose-attribute 19
-elab-enumember 20
-effect 21
-causal-cause 22
-restatement-repetition 23
-purpose-goal 24
-parallel 25
-topic-solutionhood 26
-temporal.asynchronous 27
-expansion.manner 28
-temporal 29
-volitional-result 30
-flashback 31
-evaluation 32
-context-circumstance 33
-expansion.restatement 34
-nonvolitional-result 35
-adversative-contrast 36
-expansion.level-of-detail 37
-narration 38
-adversative-antithesis 39
-mode-means 40
-restatement-mn 41
-interpretation 42
-expansion.exception 43
-expansion.alternative 44
-comment 45
-causal-result 46
-topic-question 47
-expansion 48
-elab-aspect 49
-elaboration 50
-joint-list 51
-evaluation-comment 52
-contingency.cause+speechact 53
-explanation-evidence 54
-elaboration-additional 55
-contingency.purpose 56
-bg-compare 57
-nonvolitional-result-e 58
-result 59
-exp-reason 60
-bg-goal 61
-nonvolitional-cause 62
-progression 63
-contingency.condition 64
-comparison.concession 65
-contingency-condition 66
-contingency.negative 67
-evaluation-n 68
-comparison 69
-contingency.negative-condition 70
-topic-comment 71
-expansion.disjunction 72
-cause 73
-temploc 74
-manner-means 75
-expansion.substitution 76
-joint 77
-elab-process_step 78
-volitional-cause 79
-joint-other 80
-nonvolitional-cause-e 81
-root 82
-mode-manner 83
-concession 84
-explanation-justify 85
-purpose 86
-elaboration-attribute 87
-contrast 88
-cause-effect 89
-conjunction 90
-frame 91
-solutionhood 92
-expansion.instantiation 93
-condition 94
-interrupted 95
-explanation* 96
-evaluation-s 97
-restatement-partial 98
-organization-phatic 99
-circumstance 100
-expansion.correction 101
-parenthetical 102
-antithesis 103
-comparison.similarity 104
-means 105
-e-elaboration 106
-organization-heading 107
-interpretation-evaluation 108
-contingency.negative-condition+speechact 109
-conclusion 110
-contingency.condition+speechact 111
-comparison.contrast 112
-joint-sequence 113
-enablement 114
-attribution-positive 115
-attribution 116
-explanation 117
-comparison.concession+speechact 118
-hypophora 119
-expansion.conjunction 90
-alternation 44
-conditional 94
-goal 24
-correction 101
-alternative 44
-disjunction 72
-evidence 54
-justify 85
-list 51
-motivation 8
-restatement 34
-sequence 113
-unless 88
-causation 73
-bg-general 9
-exp-evidence 54
-unconditional 72
-joint-disjunction 72
-repetition 23
-temporal.synchrony 3
-cause-result 89
-findings 59
-expansion.level 37
-qap.hypophora 119
-expansion.genexpansion 48
-otherwise 163
-textual-organization 164
-qap 165
-contingency.negative-cause 149
-organization 150
-causal 151
-mode 152
-clarification_question 153
-elab-definition 154
-adversative 155
-elab-example 156
-acknowledgement 157
-context 158
-topic 159
-question_answer_pair 160
-contingency 161
-q_elab 162
diff --git a/mappings/zero-shot/eus_zero-shot.tsv b/mappings/zero-shot/eus_zero-shot.tsv
deleted file mode 100644
index 773bc7a..0000000
--- a/mappings/zero-shot/eus_zero-shot.tsv
+++ /dev/null
@@ -1,164 +0,0 @@
-LABEL MAPPING
-expansion.level-of-detail 0
-adversative-antithesis 1
-result 2
-temporal.asynchronous 3
-explanation-motivation 4
-attribution 5
-comparison.concession 6
-context-circumstance 7
-frame 8
-clarification_question 9
-condition 10
-interpretation-evaluation 11
-attribution-negative 12
-elab-example 13
-purpose-goal 14
-concession 15
-hypophora 16
-explanation-evidence 17
-contingency.negative 18
-elab-addition 19
-explanation-justify 20
-joint-other 21
-evaluation 22
-solutionhood 23
-restatement-partial 24
-contingency.goal 25
-background 26
-enablement 27
-topic-question 28
-temporal 29
-contingency.cause 30
-causal 31
-effect 32
-elab-enumember 33
-topic-solutionhood 34
-organization 35
-adversative-concession 36
-expansion.manner 37
-expansion.equivalence 38
-comparison.degree 39
-comparison.contrast 40
-interrupted 41
-expansion.instantiation 42
-conclusion 43
-organization-phatic 44
-manner-means 45
-nonvolitional-cause-e 46
-joint-sequence 47
-joint-list 48
-continuation 49
-reason 50
-progression 51
-expansion.disjunction 52
-elaboration 53
-causal-cause 54
-antithesis 55
-explanation 56
-means 57
-elab-aspect 58
-attribution-positive 59
-restatement-repetition 60
-joint 61
-contrast 62
-acknowledgement 63
-expansion.alternative 64
-contingency.cause+speechact 65
-contingency.condition 66
-evaluation-comment 67
-circumstance 68
-volitional-result 69
-question_answer_pair 70
-comparison.similarity 71
-purpose-attribute 72
-expansion.exception 73
-bg-goal 74
-preparation 75
-explanation* 76
-temporal.synchronous 77
-comment 78
-conjunction 79
-contingency 80
-mode-manner 81
-exp-reason 82
-contingency.cause+belief 83
-cause 84
-q_elab 85
-mode 86
-elaboration-attribute 87
-elab-definition 88
-e-elaboration 89
-expansion.correction 90
-parenthetical 91
-flashback 92
-interpretation 93
-comparison 94
-topic-comment 95
-evaluation-n 96
-temploc 97
-cause-effect 98
-adversative-contrast 99
-elab-process_step 100
-elaboration-additional 101
-contingency.condition+speechact 102
-bg-compare 103
-nonvolitional-result 104
-contingency-condition 105
-causal-result 106
-evaluation-s 107
-expansion.restatement 108
-contingency.purpose 109
-topic-change 110
-expansion 111
-context-background 112
-context 113
-topic-drift 114
-nonvolitional-cause 115
-contingency.negative-condition 116
-parallel 117
-topic 118
-organization-preparation 119
-organization-heading 120
-narration 121
-purpose 122
-mode-means 123
-volitional-cause 124
-contingency.negative-condition+speechact 125
-comparison.concession+speechact 126
-adversative 127
-expansion.substitution 128
-contingency.negative-cause 129
-root 130
-summary 131
-nonvolitional-result-e 132
-restatement-mn 133
-expansion.conjunction 79
-alternation 64
-conditional 10
-goal 14
-correction 90
-alternative 64
-disjunction 52
-evidence 17
-justify 20
-list 48
-motivation 4
-restatement 108
-sequence 47
-unless 62
-causation 84
-bg-general 26
-exp-evidence 17
-otherwise 127
-unconditional 52
-joint-disjunction 52
-repetition 60
-temporal.synchrony 77
-textual-organization 35
-cause-result 98
-findings 2
-qap 70
-expansion.level 0
-qap.hypophora 16
-expansion.genexpansion 111
diff --git a/mappings/zero-shot/fas_zero-shot.tsv b/mappings/zero-shot/fas_zero-shot.tsv
deleted file mode 100644
index 7b936da..0000000
--- a/mappings/zero-shot/fas_zero-shot.tsv
+++ /dev/null
@@ -1,164 +0,0 @@
-LABEL MAPPING
-interpretation 0
-root 1
-summary 2
-organization 3
-contingency.goal 4
-topic-change 5
-bg-compare 6
-parallel 7
-attribution 8
-contingency.negative-cause 9
-evaluation-comment 10
-topic 11
-frame 12
-joint-other 13
-expansion.correction 14
-volitional-cause 15
-nonvolitional-result 16
-manner-means 17
-conclusion 18
-contingency.purpose 19
-background 20
-purpose-goal 21
-explanation 22
-adversative 23
-result 24
-expansion.disjunction 25
-elaboration-attribute 26
-temporal.synchronous 27
-clarification_question 28
-preparation 29
-causal-cause 30
-acknowledgement 31
-nonvolitional-cause-e 32
-nonvolitional-result-e 33
-comparison.concession 34
-parenthetical 35
-flashback 36
-elab-process_step 37
-contingency.negative 38
-contingency.cause 39
-elab-addition 40
-bg-goal 41
-purpose-attribute 42
-explanation-evidence 43
-context 44
-elaboration 45
-nonvolitional-cause 46
-elab-example 47
-mode 48
-antithesis 49
-q_elab 50
-expansion.equivalence 51
-contingency.cause+belief 52
-attribution-positive 53
-contingency.condition 54
-adversative-antithesis 55
-contingency.condition+speechact 56
-temploc 57
-cause-effect 58
-expansion 59
-organization-heading 60
-restatement-mn 61
-restatement-partial 62
-question_answer_pair 63
-adversative-contrast 64
-reason 65
-explanation-motivation 66
-expansion.exception 67
-topic-comment 68
-mode-means 69
-contingency 70
-contingency.cause+speechact 71
-elab-definition 72
-expansion.manner 73
-elab-enumember 74
-explanation* 75
-organization-phatic 76
-causal 77
-contingency.negative-condition+speechact 78
-effect 79
-purpose 80
-temporal 81
-organization-preparation 82
-topic-question 83
-solutionhood 84
-progression 85
-evaluation-n 86
-attribution-negative 87
-interpretation-evaluation 88
-comparison.degree 89
-condition 90
-e-elaboration 91
-circumstance 92
-comparison 93
-elab-aspect 94
-joint-sequence 95
-context-circumstance 96
-conjunction 97
-contrast 98
-elaboration-additional 99
-expansion.substitution 100
-continuation 101
-concession 102
-context-background 103
-expansion.restatement 104
-joint-list 105
-volitional-result 106
-expansion.level-of-detail 107
-hypophora 108
-evaluation-s 109
-evaluation 110
-causal-result 111
-enablement 112
-expansion.instantiation 113
-temporal.asynchronous 114
-means 115
-contingency.negative-condition 116
-expansion.alternative 117
-comment 118
-narration 119
-adversative-concession 120
-mode-manner 121
-restatement-repetition 122
-exp-reason 123
-comparison.similarity 124
-explanation-justify 125
-cause 126
-comparison.contrast 127
-comparison.concession+speechact 128
-interrupted 129
-joint 130
-contingency-condition 131
-topic-solutionhood 132
-expansion.conjunction 97
-alternation 117
-conditional 90
-goal 21
-correction 14
-alternative 117
-disjunction 25
-evidence 43
-justify 125
-list 105
-motivation 66
-restatement 104
-sequence 95
-unless 98
-causation 126
-bg-general 20
-exp-evidence 43
-otherwise 23
-unconditional 25
-joint-disjunction 25
-repetition 122
-temporal.synchrony 27
-textual-organization 3
-cause-result 58
-findings 24
-qap 63
-expansion.level 107
-qap.hypophora 108
-expansion.genexpansion 59
-topic-drift 162
diff --git a/mappings/zero-shot/fra_zero-shot.tsv b/mappings/zero-shot/fra_zero-shot.tsv
deleted file mode 100644
index 2b08fee..0000000
--- a/mappings/zero-shot/fra_zero-shot.tsv
+++ /dev/null
@@ -1,164 +0,0 @@
-LABEL MAPPING
-preparation 0
-expansion.alternative 1
-expansion.substitution 2
-comparison.degree 3
-explanation-motivation 4
-interpretation 5
-adversative-contrast 6
-explanation-justify 7
-contingency.negative-condition+speechact 8
-antithesis 9
-organization-preparation 10
-evaluation-n 11
-attribution-positive 12
-contingency.condition 13
-evaluation-comment 14
-explanation 15
-joint-other 16
-expansion.restatement 17
-acknowledgement 18
-joint-list 19
-elab-addition 20
-elab-enumember 21
-restatement-repetition 22
-summary 23
-restatement-partial 24
-topic-comment 25
-contingency.cause+speechact 26
-means 27
-adversative-concession 28
-comparison.contrast 29
-narration 30
-organization 31
-joint-sequence 32
-contingency.negative-condition 33
-expansion.exception 34
-expansion.equivalence 35
-contingency 36
-temporal.synchronous 37
-attribution-negative 38
-nonvolitional-result-e 39
-explanation-evidence 40
-contingency.negative-cause 41
-topic-drift 42
-adversative 43
-attribution 44
-question_answer_pair 45
-contingency.cause 46
-reason 47
-nonvolitional-result 48
-context-circumstance 49
-contingency-condition 50
-elab-process_step 51
-elaboration 52
-elab-example 53
-context 54
-elab-aspect 55
-expansion.manner 56
-expansion.level-of-detail 57
-cause 58
-context-background 59
-topic-solutionhood 60
-comment 61
-mode-manner 62
-result 63
-mode-means 64
-condition 65
-volitional-cause 66
-circumstance 67
-elab-definition 68
-topic-question 69
-contingency.condition+speechact 70
-cause-effect 71
-conjunction 72
-temporal 73
-expansion.correction 74
-organization-heading 75
-purpose-goal 76
-organization-phatic 77
-nonvolitional-cause-e 78
-e-elaboration 79
-evaluation 80
-causal 81
-comparison.concession+speechact 82
-purpose-attribute 83
-volitional-result 84
-solutionhood 85
-evaluation-s 86
-enablement 87
-contingency.goal 88
-contingency.cause+belief 89
-purpose 90
-manner-means 91
-temporal.asynchronous 92
-expansion 93
-causal-result 94
-elaboration-attribute 95
-comparison.concession 96
-contingency.purpose 97
-contingency.negative 98
-concession 99
-progression 100
-bg-goal 101
-adversative-antithesis 102
-interrupted 103
-background 104
-effect 105
-parallel 106
-mode 107
-q_elab 108
-expansion.disjunction 109
-contrast 110
-nonvolitional-cause 111
-elaboration-additional 112
-comparison 113
-conclusion 114
-exp-reason 115
-interpretation-evaluation 116
-hypophora 117
-topic-change 118
-bg-compare 119
-causal-cause 120
-comparison.similarity 121
-topic 122
-joint 123
-restatement-mn 124
-parenthetical 125
-continuation 126
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diff --git a/mappings/zero-shot/ita_zero-shot.tsv b/mappings/zero-shot/ita_zero-shot.tsv
deleted file mode 100644
index 26a4810..0000000
--- a/mappings/zero-shot/ita_zero-shot.tsv
+++ /dev/null
@@ -1,164 +0,0 @@
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diff --git a/mappings/zero-shot/nld_zero-shot.tsv b/mappings/zero-shot/nld_zero-shot.tsv
deleted file mode 100644
index b56f301..0000000
--- a/mappings/zero-shot/nld_zero-shot.tsv
+++ /dev/null
@@ -1,164 +0,0 @@
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diff --git a/mappings/zero-shot/por_zero-shot.tsv b/mappings/zero-shot/por_zero-shot.tsv
deleted file mode 100644
index 577bd59..0000000
--- a/mappings/zero-shot/por_zero-shot.tsv
+++ /dev/null
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diff --git a/mappings/zero-shot/rus_zero-shot.tsv b/mappings/zero-shot/rus_zero-shot.tsv
deleted file mode 100644
index d5e15e5..0000000
--- a/mappings/zero-shot/rus_zero-shot.tsv
+++ /dev/null
@@ -1,164 +0,0 @@
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diff --git a/mappings/zero-shot/spa_zero-shot.tsv b/mappings/zero-shot/spa_zero-shot.tsv
deleted file mode 100644
index 0befd24..0000000
--- a/mappings/zero-shot/spa_zero-shot.tsv
+++ /dev/null
@@ -1,164 +0,0 @@
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diff --git a/mappings/zero-shot/tha_zero-shot.tsv b/mappings/zero-shot/tha_zero-shot.tsv
deleted file mode 100644
index 42819dd..0000000
--- a/mappings/zero-shot/tha_zero-shot.tsv
+++ /dev/null
@@ -1,164 +0,0 @@
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diff --git a/mappings/zero-shot/tur_zero-shot.tsv b/mappings/zero-shot/tur_zero-shot.tsv
deleted file mode 100644
index 277e5c0..0000000
--- a/mappings/zero-shot/tur_zero-shot.tsv
+++ /dev/null
@@ -1,164 +0,0 @@
-LABEL MAPPING
-organization-heading 0
-circumstance 1
-antithesis 2
-elab-aspect 3
-elab-addition 4
-restatement-mn 5
-adversative-antithesis 6
-clarification_question 7
-elaboration-attribute 8
-contingency.cause 9
-comparison.concession+speechact 10
-interrupted 11
-enablement 12
-manner-means 13
-flashback 14
-cause 15
-organization 16
-joint 17
-purpose-attribute 18
-elaboration-additional 19
-frame 20
-exp-reason 21
-volitional-cause 22
-adversative-contrast 23
-joint-sequence 24
-elab-example 25
-joint-list 26
-preparation 27
-contingency.negative-cause 28
-topic-drift 29
-nonvolitional-result-e 30
-expansion.exception 31
-expansion.equivalence 32
-contingency-condition 33
-progression 34
-nonvolitional-cause-e 35
-contingency.negative-condition+speechact 36
-attribution-negative 37
-q_elab 38
-reason 39
-mode-means 40
-parallel 41
-background 42
-interpretation 43
-contrast 44
-elab-enumember 45
-bg-compare 46
-temporal.synchronous 47
-acknowledgement 48
-comparison 49
-expansion.manner 50
-cause-effect 51
-parenthetical 52
-topic-comment 53
-temporal 54
-contingency.cause+speechact 55
-purpose 56
-causal-result 57
-conclusion 58
-result 59
-summary 60
-restatement-repetition 61
-e-elaboration 62
-context-background 63
-solutionhood 64
-expansion 65
-temploc 66
-organization-preparation 67
-evaluation-n 68
-expansion.substitution 69
-restatement-partial 70
-topic-question 71
-topic-solutionhood 72
-comparison.contrast 73
-narration 74
-explanation-justify 75
-bg-goal 76
-temporal.asynchronous 77
-comment 78
-context-circumstance 79
-comparison.similarity 80
-topic 81
-explanation-motivation 82
-expansion.restatement 83
-contingency.purpose 84
-nonvolitional-result 85
-context 86
-concession 87
-evaluation-s 88
-condition 89
-topic-change 90
-causal-cause 91
-expansion.level-of-detail 92
-mode-manner 93
-continuation 94
-elab-process_step 95
-purpose-goal 96
-contingency.negative 97
-contingency.cause+belief 98
-contingency.condition 99
-means 100
-contingency.condition+speechact 101
-hypophora 102
-adversative-concession 103
-causal 104
-contingency.negative-condition 105
-explanation-evidence 106
-evaluation 107
-expansion.instantiation 108
-explanation* 109
-comparison.concession 110
-elaboration 111
-volitional-result 112
-conjunction 113
-question_answer_pair 114
-adversative 115
-interpretation-evaluation 116
-attribution-positive 117
-nonvolitional-cause 118
-mode 119
-expansion.alternative 120
-expansion.disjunction 121
-elab-definition 122
-explanation 123
-contingency.goal 124
-organization-phatic 125
-root 126
-evaluation-comment 127
-joint-other 128
-attribution 129
-contingency 130
-effect 131
-expansion.conjunction 113
-alternation 120
-conditional 89
-goal 96
-alternative 120
-disjunction 121
-evidence 106
-justify 75
-list 26
-motivation 82
-restatement 83
-sequence 24
-unless 44
-causation 15
-bg-general 42
-exp-evidence 106
-otherwise 115
-unconditional 121
-joint-disjunction 121
-repetition 61
-temporal.synchrony 47
-textual-organization 16
-cause-result 51
-findings 59
-qap 114
-expansion.level 92
-qap.hypophora 102
-expansion.genexpansion 65
-correction 163
-expansion.correction 161
-comparison.degree 162
diff --git a/mappings/zero-shot/zho_zero-shot.tsv b/mappings/zero-shot/zho_zero-shot.tsv
deleted file mode 100644
index 3d01617..0000000
--- a/mappings/zero-shot/zho_zero-shot.tsv
+++ /dev/null
@@ -1,164 +0,0 @@
-LABEL MAPPING
-elaboration 0
-comparison.concession 1
-expansion.substitution 2
-nonvolitional-result-e 3
-conjunction 4
-contingency.negative 5
-expansion.level-of-detail 6
-nonvolitional-cause 7
-condition 8
-purpose 9
-comparison.concession+speechact 10
-effect 11
-contingency 12
-bg-compare 13
-expansion.alternative 14
-expansion.exception 15
-explanation 16
-temporal 17
-cause 18
-background 19
-q_elab 20
-evaluation-n 21
-solutionhood 22
-summary 23
-joint 24
-comment 25
-evaluation-s 26
-volitional-result 27
-contingency.negative-cause 28
-explanation* 29
-contrast 30
-interpretation 31
-elab-aspect 32
-expansion.manner 33
-result 34
-elab-process_step 35
-comparison.contrast 36
-expansion.correction 37
-means 38
-contingency.goal 39
-question_answer_pair 40
-expansion.instantiation 41
-clarification_question 42
-elab-addition 43
-contingency.purpose 44
-contingency.negative-condition+speechact 45
-temporal.synchronous 46
-organization 47
-causal 48
-comparison 49
-nonvolitional-cause-e 50
-contingency.condition+speechact 51
-nonvolitional-result 52
-contingency.cause 53
-expansion.equivalence 54
-topic-change 55
-concession 56
-parenthetical 57
-topic-drift 58
-topic-comment 59
-parallel 60
-expansion.disjunction 61
-progression 62
-interrupted 63
-elab-example 64
-cause-effect 65
-flashback 66
-hypophora 67
-bg-goal 68
-volitional-cause 69
-temploc 70
-contingency.cause+speechact 71
-restatement-mn 72
-e-elaboration 73
-acknowledgement 74
-interpretation-evaluation 75
-topic 76
-contingency.cause+belief 77
-conclusion 78
-exp-reason 79
-expansion 80
-enablement 81
-elab-definition 82
-attribution 83
-adversative 84
-continuation 85
-evaluation 86
-circumstance 87
-context 88
-mode 89
-comparison.degree 90
-comparison.similarity 91
-contingency.negative-condition 92
-expansion.restatement 93
-manner-means 94
-reason 95
-elab-enumember 96
-temporal.asynchronous 97
-contingency.condition 98
-frame 99
-antithesis 100
-narration 101
-preparation 102
-expansion.conjunction 4
-alternation 14
-conditional 8
-correction 37
-alternative 14
-disjunction 61
-restatement 93
-unless 30
-causation 18
-bg-general 19
-otherwise 84
-unconditional 61
-joint-disjunction 61
-temporal.synchrony 46
-textual-organization 47
-cause-result 65
-findings 34
-qap 40
-expansion.level 6
-qap.hypophora 67
-expansion.genexpansion 80
-goal 163
-evidence 164
-justify 165
-list 166
-motivation 167
-sequence 168
-exp-evidence 169
-repetition 170
-mode-means 132
-root 133
-organization-preparation 134
-topic-solutionhood 135
-organization-phatic 136
-purpose-attribute 137
-context-circumstance 138
-restatement-partial 139
-organization-heading 140
-joint-other 141
-elaboration-additional 142
-mode-manner 143
-joint-sequence 144
-topic-question 145
-elaboration-attribute 146
-explanation-justify 147
-context-background 148
-evaluation-comment 149
-attribution-negative 150
-attribution-positive 151
-restatement-repetition 152
-adversative-contrast 153
-explanation-evidence 154
-adversative-concession 155
-purpose-goal 156
-explanation-motivation 157
-adversative-antithesis 158
-contingency-condition 159
-causal-cause 160
-joint-list 161
-causal-result 162
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..34771aa
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,7 @@
+numpy==1.23.1
+nvidia-cublas-cu11==2022.4.8
+nvidia-cublas-cu117==11.10.1.25
+scikit-learn==1.3.2
+torch==1.12.0
+transformers>4.18
+matplotlib==3.5.1
\ No newline at end of file
--
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