Adding `safetensors` variant of this model
#1
by SFconvertbot - opened
- README.md +7 -16
- added_tokens.json +0 -237
- model.safetensors +0 -3
- pytorch_model.bin +0 -3
- special_tokens_map.json +0 -15
- tokenizer.json +0 -0
- tokenizer_config.json +0 -65
README.md
CHANGED
|
@@ -80,7 +80,7 @@ from transformers import AutoTokenizer, AutoModelForMaskedLM, pipeline
|
|
| 80 |
import torch
|
| 81 |
|
| 82 |
# Load the pretrained model and tokenizer
|
| 83 |
-
model_name = "P0L3/
|
| 84 |
tokenizer = AutoTokenizer.from_pretrained(model_name)
|
| 85 |
model = AutoModelForMaskedLM.from_pretrained(model_name)
|
| 86 |
|
|
@@ -121,20 +121,11 @@ The increase in greenhouse gas ... affected the carbon balance of the Earth. —
|
|
| 121 |
If you use this model, please cite:
|
| 122 |
|
| 123 |
```bibtex
|
| 124 |
-
|
| 125 |
-
|
| 126 |
-
|
| 127 |
-
|
| 128 |
-
journal={
|
| 129 |
year={2025},
|
| 130 |
-
|
| 131 |
-
day={24},
|
| 132 |
-
volume={7},
|
| 133 |
-
number={11},
|
| 134 |
-
pages={1278},
|
| 135 |
-
issn={3004-9261},
|
| 136 |
-
doi={10.1007/s42452-025-07740-5},
|
| 137 |
-
url={https://doi.org/10.1007/s42452-025-07740-5}
|
| 138 |
}
|
| 139 |
-
|
| 140 |
-
|
|
|
|
| 80 |
import torch
|
| 81 |
|
| 82 |
# Load the pretrained model and tokenizer
|
| 83 |
+
model_name = "P0L3/clirebert_clirevocab_uncased"
|
| 84 |
tokenizer = AutoTokenizer.from_pretrained(model_name)
|
| 85 |
model = AutoModelForMaskedLM.from_pretrained(model_name)
|
| 86 |
|
|
|
|
| 121 |
If you use this model, please cite:
|
| 122 |
|
| 123 |
```bibtex
|
| 124 |
+
@article{poleksic_etal_2025,
|
| 125 |
+
title={Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation},
|
| 126 |
+
author={Poleksić, Andrija and
|
| 127 |
+
Martinčić-Ipšić, Sanda},
|
| 128 |
+
journal={PREPRINT (Version 1)},
|
| 129 |
year={2025},
|
| 130 |
+
doi={https://doi.org/10.21203/rs.3.rs-6644722/v1}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 131 |
}
|
|
|
|
|
|
added_tokens.json
DELETED
|
@@ -1,237 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"+/-": 50403,
|
| 3 |
-
"2021": 50328,
|
| 4 |
-
"2030": 50417,
|
| 5 |
-
"2050": 50487,
|
| 6 |
-
"CH4": 50354,
|
| 7 |
-
"CO2": 50265,
|
| 8 |
-
"Committee": 50410,
|
| 9 |
-
"GHG": 50397,
|
| 10 |
-
"N2O": 50382,
|
| 11 |
-
"achieve": 50437,
|
| 12 |
-
"across": 50277,
|
| 13 |
-
"activities": 50317,
|
| 14 |
-
"adaptation": 50377,
|
| 15 |
-
"addition": 50303,
|
| 16 |
-
"additional": 50444,
|
| 17 |
-
"affect": 50438,
|
| 18 |
-
"agreement": 50464,
|
| 19 |
-
"agricultural": 50395,
|
| 20 |
-
"already": 50435,
|
| 21 |
-
"analyses": 50485,
|
| 22 |
-
"annual": 50287,
|
| 23 |
-
"applied": 50360,
|
| 24 |
-
"approach": 50290,
|
| 25 |
-
"areas": 50275,
|
| 26 |
-
"assess": 50430,
|
| 27 |
-
"assessment": 50345,
|
| 28 |
-
"atmosphere": 50341,
|
| 29 |
-
"atmospheric": 50310,
|
| 30 |
-
"basis": 50372,
|
| 31 |
-
"become": 50394,
|
| 32 |
-
"benefits": 50402,
|
| 33 |
-
"biomass": 50314,
|
| 34 |
-
"capture": 50379,
|
| 35 |
-
"caused": 50389,
|
| 36 |
-
"challenges": 50404,
|
| 37 |
-
"characteristics": 50420,
|
| 38 |
-
"climatic": 50319,
|
| 39 |
-
"coastal": 50393,
|
| 40 |
-
"combined": 50451,
|
| 41 |
-
"communities": 50318,
|
| 42 |
-
"companies": 50312,
|
| 43 |
-
"compared": 50282,
|
| 44 |
-
"composition": 50418,
|
| 45 |
-
"concentration": 50357,
|
| 46 |
-
"concentrations": 50366,
|
| 47 |
-
"conditions": 50272,
|
| 48 |
-
"conducted": 50439,
|
| 49 |
-
"conservation": 50458,
|
| 50 |
-
"considered": 50339,
|
| 51 |
-
"consistent": 50494,
|
| 52 |
-
"construction": 50445,
|
| 53 |
-
"consumption": 50307,
|
| 54 |
-
"contribute": 50498,
|
| 55 |
-
"contribution": 50468,
|
| 56 |
-
"costs": 50326,
|
| 57 |
-
"countries": 50283,
|
| 58 |
-
"crisis": 50499,
|
| 59 |
-
"customers": 50358,
|
| 60 |
-
"decades": 50495,
|
| 61 |
-
"decision": 50452,
|
| 62 |
-
"decrease": 50367,
|
| 63 |
-
"decreased": 50396,
|
| 64 |
-
"degrees": 50276,
|
| 65 |
-
"delta": 50433,
|
| 66 |
-
"determine": 50480,
|
| 67 |
-
"determined": 50455,
|
| 68 |
-
"developing": 50412,
|
| 69 |
-
"differences": 50375,
|
| 70 |
-
"dioxide": 50346,
|
| 71 |
-
"distribution": 50296,
|
| 72 |
-
"diversity": 50431,
|
| 73 |
-
"drought": 50336,
|
| 74 |
-
"dynamics": 50390,
|
| 75 |
-
"ecological": 50401,
|
| 76 |
-
"economy": 50338,
|
| 77 |
-
"ecosystem": 50333,
|
| 78 |
-
"ecosystems": 50384,
|
| 79 |
-
"efforts": 50392,
|
| 80 |
-
"electricity": 50315,
|
| 81 |
-
"emission": 50279,
|
| 82 |
-
"emissions": 50266,
|
| 83 |
-
"employees": 50419,
|
| 84 |
-
"ensure": 50449,
|
| 85 |
-
"environmental": 50269,
|
| 86 |
-
"estimate": 50459,
|
| 87 |
-
"estimated": 50362,
|
| 88 |
-
"estimates": 50408,
|
| 89 |
-
"factors": 50292,
|
| 90 |
-
"findings": 50492,
|
| 91 |
-
"flood": 50363,
|
| 92 |
-
"flux": 50476,
|
| 93 |
-
"fluxes": 50491,
|
| 94 |
-
"following": 50369,
|
| 95 |
-
"forests": 50406,
|
| 96 |
-
"fossil": 50348,
|
| 97 |
-
"fuels": 50424,
|
| 98 |
-
"further": 50301,
|
| 99 |
-
"gases": 50471,
|
| 100 |
-
"greater": 50368,
|
| 101 |
-
"greenhouse": 50289,
|
| 102 |
-
"however": 50454,
|
| 103 |
-
"hydrogen": 50376,
|
| 104 |
-
"identify": 50460,
|
| 105 |
-
"impacts": 50281,
|
| 106 |
-
"importance": 50414,
|
| 107 |
-
"included": 50434,
|
| 108 |
-
"increase": 50271,
|
| 109 |
-
"increased": 50274,
|
| 110 |
-
"increases": 50361,
|
| 111 |
-
"indicate": 50388,
|
| 112 |
-
"industry": 50306,
|
| 113 |
-
"influence": 50329,
|
| 114 |
-
"infrastructure": 50425,
|
| 115 |
-
"integrated": 50483,
|
| 116 |
-
"investigated": 50385,
|
| 117 |
-
"investment": 50321,
|
| 118 |
-
"investments": 50466,
|
| 119 |
-
"least": 50429,
|
| 120 |
-
"losses": 50462,
|
| 121 |
-
"mainly": 50399,
|
| 122 |
-
"materials": 50398,
|
| 123 |
-
"means": 50486,
|
| 124 |
-
"measured": 50364,
|
| 125 |
-
"measurements": 50422,
|
| 126 |
-
"methane": 50359,
|
| 127 |
-
"methods": 50378,
|
| 128 |
-
"mitigation": 50457,
|
| 129 |
-
"moisture": 50493,
|
| 130 |
-
"monitoring": 50465,
|
| 131 |
-
"nitrogen": 50405,
|
| 132 |
-
"northern": 50446,
|
| 133 |
-
"observations": 50461,
|
| 134 |
-
"observed": 50293,
|
| 135 |
-
"obtained": 50391,
|
| 136 |
-
"ocean": 50347,
|
| 137 |
-
"operating": 50440,
|
| 138 |
-
"operations": 50374,
|
| 139 |
-
"opportunities": 50469,
|
| 140 |
-
"overall": 50426,
|
| 141 |
-
"pandemic": 50490,
|
| 142 |
-
"parameters": 50383,
|
| 143 |
-
"particular": 50413,
|
| 144 |
-
"patterns": 50349,
|
| 145 |
-
"performed": 50497,
|
| 146 |
-
"periods": 50432,
|
| 147 |
-
"planning": 50473,
|
| 148 |
-
"plans": 50423,
|
| 149 |
-
"plants": 50313,
|
| 150 |
-
"policies": 50355,
|
| 151 |
-
"pollution": 50467,
|
| 152 |
-
"populations": 50441,
|
| 153 |
-
"possible": 50332,
|
| 154 |
-
"potential": 50273,
|
| 155 |
-
"practices": 50453,
|
| 156 |
-
"precipitation": 50280,
|
| 157 |
-
"presented": 50428,
|
| 158 |
-
"previous": 50482,
|
| 159 |
-
"processes": 50291,
|
| 160 |
-
"productivity": 50463,
|
| 161 |
-
"proposed": 50370,
|
| 162 |
-
"provide": 50285,
|
| 163 |
-
"provides": 50373,
|
| 164 |
-
"rainfall": 50323,
|
| 165 |
-
"ratio": 50416,
|
| 166 |
-
"recovery": 50450,
|
| 167 |
-
"reduce": 50288,
|
| 168 |
-
"reduced": 50327,
|
| 169 |
-
"reducing": 50381,
|
| 170 |
-
"reduction": 50286,
|
| 171 |
-
"regional": 50308,
|
| 172 |
-
"regions": 50302,
|
| 173 |
-
"relationship": 50400,
|
| 174 |
-
"relatively": 50484,
|
| 175 |
-
"renewable": 50294,
|
| 176 |
-
"requirements": 50477,
|
| 177 |
-
"respectively": 50316,
|
| 178 |
-
"responses": 50427,
|
| 179 |
-
"resulting": 50456,
|
| 180 |
-
"risks": 50309,
|
| 181 |
-
"scenario": 50421,
|
| 182 |
-
"scenarios": 50334,
|
| 183 |
-
"seasonal": 50411,
|
| 184 |
-
"sediment": 50475,
|
| 185 |
-
"several": 50342,
|
| 186 |
-
"shares": 50474,
|
| 187 |
-
"showed": 50304,
|
| 188 |
-
"significantly": 50299,
|
| 189 |
-
"simulations": 50470,
|
| 190 |
-
"snow": 50496,
|
| 191 |
-
"soil": 50270,
|
| 192 |
-
"soils": 50448,
|
| 193 |
-
"solar": 50320,
|
| 194 |
-
"solutions": 50351,
|
| 195 |
-
"sources": 50331,
|
| 196 |
-
"southern": 50481,
|
| 197 |
-
"spatial": 50322,
|
| 198 |
-
"statements": 50472,
|
| 199 |
-
"strategies": 50387,
|
| 200 |
-
"strategy": 50353,
|
| 201 |
-
"structure": 50337,
|
| 202 |
-
"studied": 50443,
|
| 203 |
-
"studies": 50297,
|
| 204 |
-
"summer": 50335,
|
| 205 |
-
"supply": 50311,
|
| 206 |
-
"sustainability": 50325,
|
| 207 |
-
"sustainable": 50284,
|
| 208 |
-
"systems": 50278,
|
| 209 |
-
"targets": 50436,
|
| 210 |
-
"technologies": 50343,
|
| 211 |
-
"temperature": 50268,
|
| 212 |
-
"temperatures": 50295,
|
| 213 |
-
"temporal": 50479,
|
| 214 |
-
"thermal": 50365,
|
| 215 |
-
"towards": 50409,
|
| 216 |
-
"transition": 50344,
|
| 217 |
-
"transport": 50352,
|
| 218 |
-
"trees": 50478,
|
| 219 |
-
"trend": 50407,
|
| 220 |
-
"trends": 50371,
|
| 221 |
-
"tropical": 50415,
|
| 222 |
-
"uncertainty": 50489,
|
| 223 |
-
"understanding": 50356,
|
| 224 |
-
"variability": 50298,
|
| 225 |
-
"variables": 50447,
|
| 226 |
-
"variation": 50380,
|
| 227 |
-
"variations": 50442,
|
| 228 |
-
"various": 50340,
|
| 229 |
-
"vegetation": 50330,
|
| 230 |
-
"waste": 50350,
|
| 231 |
-
"yield": 50386,
|
| 232 |
-
"–": 50300,
|
| 233 |
-
"’": 50267,
|
| 234 |
-
"“": 50305,
|
| 235 |
-
"”": 50488,
|
| 236 |
-
"•": 50324
|
| 237 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
model.safetensors
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:ef98d3f3c4011c6aa3eb946b4f91ab19564a19ea4371ea89481aae5630b10df4
|
| 3 |
-
size 329416384
|
|
|
|
|
|
|
|
|
|
|
|
pytorch_model.bin
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:8a9326d44605591895ce7c568209ad6d574c84798ca5b9b6d8234ec784f50eae
|
| 3 |
-
size 329440370
|
|
|
|
|
|
|
|
|
|
|
|
special_tokens_map.json
DELETED
|
@@ -1,15 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"bos_token": "<s>",
|
| 3 |
-
"cls_token": "<s>",
|
| 4 |
-
"eos_token": "</s>",
|
| 5 |
-
"mask_token": {
|
| 6 |
-
"content": "<mask>",
|
| 7 |
-
"lstrip": true,
|
| 8 |
-
"normalized": false,
|
| 9 |
-
"rstrip": false,
|
| 10 |
-
"single_word": false
|
| 11 |
-
},
|
| 12 |
-
"pad_token": "<pad>",
|
| 13 |
-
"sep_token": "</s>",
|
| 14 |
-
"unk_token": "<unk>"
|
| 15 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
tokenizer.json
DELETED
|
The diff for this file is too large to render.
See raw diff
|
|
|
tokenizer_config.json
DELETED
|
@@ -1,65 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"add_prefix_space": false,
|
| 3 |
-
"bos_token": {
|
| 4 |
-
"__type": "AddedToken",
|
| 5 |
-
"content": "<s>",
|
| 6 |
-
"lstrip": false,
|
| 7 |
-
"normalized": true,
|
| 8 |
-
"rstrip": false,
|
| 9 |
-
"single_word": false
|
| 10 |
-
},
|
| 11 |
-
"cls_token": {
|
| 12 |
-
"__type": "AddedToken",
|
| 13 |
-
"content": "<s>",
|
| 14 |
-
"lstrip": false,
|
| 15 |
-
"normalized": true,
|
| 16 |
-
"rstrip": false,
|
| 17 |
-
"single_word": false
|
| 18 |
-
},
|
| 19 |
-
"eos_token": {
|
| 20 |
-
"__type": "AddedToken",
|
| 21 |
-
"content": "</s>",
|
| 22 |
-
"lstrip": false,
|
| 23 |
-
"normalized": true,
|
| 24 |
-
"rstrip": false,
|
| 25 |
-
"single_word": false
|
| 26 |
-
},
|
| 27 |
-
"errors": "replace",
|
| 28 |
-
"mask_token": {
|
| 29 |
-
"__type": "AddedToken",
|
| 30 |
-
"content": "<mask>",
|
| 31 |
-
"lstrip": true,
|
| 32 |
-
"normalized": true,
|
| 33 |
-
"rstrip": false,
|
| 34 |
-
"single_word": false
|
| 35 |
-
},
|
| 36 |
-
"model_max_length": 512,
|
| 37 |
-
"name_or_path": "language_model/model/ClimateBERT_21072022_acc_grad_roberta",
|
| 38 |
-
"pad_token": {
|
| 39 |
-
"__type": "AddedToken",
|
| 40 |
-
"content": "<pad>",
|
| 41 |
-
"lstrip": false,
|
| 42 |
-
"normalized": true,
|
| 43 |
-
"rstrip": false,
|
| 44 |
-
"single_word": false
|
| 45 |
-
},
|
| 46 |
-
"sep_token": {
|
| 47 |
-
"__type": "AddedToken",
|
| 48 |
-
"content": "</s>",
|
| 49 |
-
"lstrip": false,
|
| 50 |
-
"normalized": true,
|
| 51 |
-
"rstrip": false,
|
| 52 |
-
"single_word": false
|
| 53 |
-
},
|
| 54 |
-
"special_tokens_map_file": "pre_model/21072022_roberta/special_tokens_map.json",
|
| 55 |
-
"tokenizer_class": "RobertaTokenizer",
|
| 56 |
-
"trim_offsets": true,
|
| 57 |
-
"unk_token": {
|
| 58 |
-
"__type": "AddedToken",
|
| 59 |
-
"content": "<unk>",
|
| 60 |
-
"lstrip": false,
|
| 61 |
-
"normalized": true,
|
| 62 |
-
"rstrip": false,
|
| 63 |
-
"single_word": false
|
| 64 |
-
}
|
| 65 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|