This is a sentence-transformers model trained. It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

Model Type: Sentence Transformer

Maximum Sequence Length: 8192 tokens
Output Dimensionality: 1024 dimensions
Similarity Function: Cosine Similarity

Model Sources

Documentation: Sentence Transformers Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 8192, 'do_lower_case': False, 'architecture': 'XLMRobertaModel'})
  (1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

python

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
    'Horizon Acquisition Corp. Warrant -on Horizon Acqn(HZAC+)期权行权价调整引发热议，机构认为或提振短期流动性',
    '市场关注Horizon Acquisition Corp. Warrant -on Horizon Acqn(HZAC+)期权行权价变动，分析称该调整可能改善短期交易活跃度',
    'HLGN+',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 1024]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.9768, 0.0959],
#         [0.9768, 1.0000, 0.1028],
#         [0.0959, 0.1028, 1.0000]])

Training Details

Training Dataset

Unnamed Dataset

Size: 377,615 training samples
Columns: sentence_0 and sentence_1
Approximate statistics based on the first 1000 samples:
sentence_0 sentence_1
type string string
details
min: 3 tokens
mean: 14.38 tokens
max: 60 tokens
min: 3 tokens
mean: 14.38 tokens
max: 60 tokens

Samples:

sentence_0	sentence_1
`苍南仪表`	`苍南自动化仪表`
`KINS Technology Group, Inc. Warrant 2020- 2025 on KINS Tech Grp`	`KINZW`
`兴业合金(00505.HK)技术面呈现多头排列，短期或延续上涨趋势`	`00505.HK兴业合金日线图出现买入信号，技术派看好后市走势`

Loss: MultipleNegativesRankingLoss with these parameters:
json
1{ 2 "scale": 20.0, 3 "similarity_fct": "cos_sim", 4 "gather_across_devices": false 5}

Training Hyperparameters

Non-Default Hyperparameters

per_device_train_batch_size: 32
per_device_eval_batch_size: 32
num_train_epochs: 30
fp16: True
multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: no
prediction_loss_only: True
per_device_train_batch_size: 32
per_device_eval_batch_size: 32
per_gpu_train_batch_size: None
per_gpu_eval_batch_size: None
gradient_accumulation_steps: 1
eval_accumulation_steps: None
torch_empty_cache_steps: None
learning_rate: 5e-05
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1
num_train_epochs: 30
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: {}
warmup_ratio: 0.0
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
save_safetensors: True
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
no_cuda: False
use_cpu: False
use_mps_device: False
seed: 42
data_seed: None
jit_mode_eval: False
use_ipex: False
bf16: False
fp16: True
fp16_opt_level: O1
half_precision_backend: auto
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: 0
ddp_backend: None
tpu_num_cores: None
tpu_metrics_debug: False
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
past_index: -1
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: False
ignore_data_skip: False
fsdp: []
fsdp_min_num_params: 0
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
fsdp_transformer_layer_cls_to_wrap: None
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch_fused
optim_args: None
adafactor: False
group_by_length: False
length_column_name: length
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
dataloader_pin_memory: True
dataloader_persistent_workers: False
skip_memory_metrics: True
use_legacy_prediction_loop: False
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: None
hub_always_push: False
hub_revision: None
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_inputs_for_metrics: False
include_for_metrics: []
eval_do_concat_batches: True
fp16_backend: auto
push_to_hub_model_id: None
push_to_hub_organization: None
mp_parameters:
auto_find_batch_size: False
full_determinism: False
torchdynamo: None
ray_scope: last
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
include_tokens_per_second: False
include_num_input_tokens_seen: False
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
eval_on_start: False
use_liger_kernel: False
liger_kernel_config: None
eval_use_gather_object: False
average_tokens_across_devices: False
prompts: None
batch_sampler: batch_sampler
multi_dataset_batch_sampler: round_robin
router_mapping: {}
learning_rate_mapping: {}

Training Logs

Click to expand

Epoch	Step	Training Loss
0.0424	500	0.6966
0.0847	1000	0.4987
0.1271	1500	0.463
0.1695	2000	0.4364
0.2118	2500	0.4041
0.2542	3000	0.3923
0.2966	3500	0.3788
0.3390	4000	0.3603
0.3813	4500	0.3442
0.4237	5000	0.3388
0.4661	5500	0.3252
0.5084	6000	0.3133
0.5508	6500	0.311
0.5932	7000	0.3027
0.6355	7500	0.283
0.6779	8000	0.2847
0.7203	8500	0.279
0.7626	9000	0.2753
0.8050	9500	0.2647
0.8474	10000	0.2687
0.8898	10500	0.2572
0.9321	11000	0.2562
0.9745	11500	0.2351
1.0169	12000	0.2254
1.0592	12500	0.1966
1.1016	13000	0.2082
1.1440	13500	0.1856
1.1863	14000	0.1916
1.2287	14500	0.2003
1.2711	15000	0.1959
1.3134	15500	0.1857
1.3558	16000	0.1854
1.3982	16500	0.1797
1.4406	17000	0.1774
1.4829	17500	0.1813
1.5253	18000	0.1717
1.5677	18500	0.1638
1.6100	19000	0.1658
1.6524	19500	0.1764
1.6948	20000	0.1681
1.7371	20500	0.1589
1.7795	21000	0.1539
1.8219	21500	0.1575
1.8642	22000	0.1558
1.9066	22500	0.158
1.9490	23000	0.1467
1.9914	23500	0.1504
2.0337	24000	0.1221
2.0761	24500	0.1112
2.1185	25000	0.109
2.1608	25500	0.1106
2.2032	26000	0.1131
2.2456	26500	0.1078
2.2879	27000	0.1042
2.3303	27500	0.1024
2.3727	28000	0.1012
2.4150	28500	0.1088
2.4574	29000	0.1022
2.4998	29500	0.1067
2.5422	30000	0.105
2.5845	30500	0.0982
2.6269	31000	0.1033
2.6693	31500	0.1029
2.7116	32000	0.0988
2.7540	32500	0.0999
2.7964	33000	0.094
2.8387	33500	0.0912
2.8811	34000	0.0952
2.9235	34500	0.0953
2.9659	35000	0.0947
3.0082	35500	0.0857
3.0506	36000	0.0697
3.0930	36500	0.067
3.1353	37000	0.063
3.1777	37500	0.0673
3.2201	38000	0.067
3.2624	38500	0.0684
3.3048	39000	0.0643
3.3472	39500	0.0656
3.3895	40000	0.0657
3.4319	40500	0.071
3.4743	41000	0.0671
3.5167	41500	0.0601
3.5590	42000	0.0614
3.6014	42500	0.061
3.6438	43000	0.0599
3.6861	43500	0.0586
3.7285	44000	0.0613
3.7709	44500	0.0604
3.8132	45000	0.06
3.8556	45500	0.0539
3.8980	46000	0.0576
3.9403	46500	0.0605
3.9827	47000	0.0563
4.0251	47500	0.0485
4.0675	48000	0.0409
4.1098	48500	0.0426
4.1522	49000	0.0437
4.1946	49500	0.0422
4.2369	50000	0.0395
4.2793	50500	0.0395
4.3217	51000	0.0425
4.3640	51500	0.0379
4.4064	52000	0.0428
4.4488	52500	0.0412
4.4911	53000	0.0399
4.5335	53500	0.04
4.5759	54000	0.0416
4.6183	54500	0.0351
4.6606	55000	0.037
4.7030	55500	0.0408
4.7454	56000	0.038
4.7877	56500	0.04
4.8301	57000	0.0384
4.8725	57500	0.0372
4.9148	58000	0.0393
4.9572	58500	0.038
4.9996	59000	0.044
5.0419	59500	0.0278
5.0843	60000	0.0257
5.1267	60500	0.0272
5.1691	61000	0.0322
5.2114	61500	0.0234
5.2538	62000	0.029
5.2962	62500	0.0255
5.3385	63000	0.0238
5.3809	63500	0.0287
5.4233	64000	0.0239
5.4656	64500	0.0273
5.5080	65000	0.028
5.5504	65500	0.0283
5.5927	66000	0.027
5.6351	66500	0.0255
5.6775	67000	0.0258
5.7199	67500	0.025
5.7622	68000	0.0251
5.8046	68500	0.0261
5.8470	69000	0.027
5.8893	69500	0.0245
5.9317	70000	0.0266
5.9741	70500	0.0237
6.0164	71000	0.0201
6.0588	71500	0.0166
6.1012	72000	0.0199
6.1435	72500	0.0209
6.1859	73000	0.0189
6.2283	73500	0.0202
6.2707	74000	0.0189
6.3130	74500	0.0157
6.3554	75000	0.0164
6.3978	75500	0.0179
6.4401	76000	0.0186
6.4825	76500	0.0201
6.5249	77000	0.0169
6.5672	77500	0.0201
6.6096	78000	0.0172
6.6520	78500	0.0203
6.6943	79000	0.0181
6.7367	79500	0.0178
6.7791	80000	0.0181
6.8215	80500	0.0181
6.8638	81000	0.0191
6.9062	81500	0.0162
6.9486	82000	0.0189
6.9909	82500	0.0189
7.0333	83000	0.0138
7.0757	83500	0.0152
7.1180	84000	0.0115
7.1604	84500	0.0137
7.2028	85000	0.0126
7.2451	85500	0.0137
7.2875	86000	0.0139
7.3299	86500	0.0145
7.3723	87000	0.0122
7.4146	87500	0.0146
7.4570	88000	0.0142
7.4994	88500	0.0131
7.5417	89000	0.0146
7.5841	89500	0.0137
7.6265	90000	0.0125
7.6688	90500	0.0121
7.7112	91000	0.0134
7.7536	91500	0.014
7.7959	92000	0.0116
7.8383	92500	0.0109
7.8807	93000	0.0128
7.9231	93500	0.0162
7.9654	94000	0.0138
8.0078	94500	0.014
8.0502	95000	0.0104
8.0925	95500	0.0105
8.1349	96000	0.0111
8.1773	96500	0.0099
8.2196	97000	0.0107
8.2620	97500	0.0127
8.3044	98000	0.0104
8.3468	98500	0.0112
8.3891	99000	0.0095
8.4315	99500	0.0099
8.4739	100000	0.0091
8.5162	100500	0.0096
8.5586	101000	0.0116
8.6010	101500	0.0106
8.6433	102000	0.01
8.6857	102500	0.0104
8.7281	103000	0.009
8.7704	103500	0.0089
8.8128	104000	0.0099
8.8552	104500	0.0117
8.8976	105000	0.01
8.9399	105500	0.0112
8.9823	106000	0.0103
9.0247	106500	0.0079
9.0670	107000	0.0083
9.1094	107500	0.0086
9.1518	108000	0.0084
9.1941	108500	0.0097
9.2365	109000	0.0081
9.2789	109500	0.009
9.3212	110000	0.0084
9.3636	110500	0.0072
9.4060	111000	0.0107
9.4484	111500	0.0082
9.4907	112000	0.0098
9.5331	112500	0.0089
9.5755	113000	0.0104
9.6178	113500	0.0083
9.6602	114000	0.0081
9.7026	114500	0.0087
9.7449	115000	0.0072
9.7873	115500	0.0086
9.8297	116000	0.0096
9.8720	116500	0.0087
9.9144	117000	0.0079
9.9568	117500	0.0087
9.9992	118000	0.008
10.0415	118500	0.0073
10.0839	119000	0.0058
10.1263	119500	0.0076
10.1686	120000	0.0055
10.2110	120500	0.0072
10.2534	121000	0.007
10.2957	121500	0.0075
10.3381	122000	0.0067
10.3805	122500	0.0076
10.4228	123000	0.0078
10.4652	123500	0.0073
10.5076	124000	0.0076
10.5500	124500	0.0071
10.5923	125000	0.0068
10.6347	125500	0.0062
10.6771	126000	0.0071
10.7194	126500	0.0065
10.7618	127000	0.0063
10.8042	127500	0.006
10.8465	128000	0.0055
10.8889	128500	0.0073
10.9313	129000	0.0068
10.9736	129500	0.0079
11.0160	130000	0.0056
11.0584	130500	0.0045
11.1008	131000	0.0058
11.1431	131500	0.0055
11.1855	132000	0.0062
11.2279	132500	0.0066
11.2702	133000	0.0052
11.3126	133500	0.0063
11.3550	134000	0.0059
11.3973	134500	0.0058
11.4397	135000	0.0046
11.4821	135500	0.006
11.5244	136000	0.0046
11.5668	136500	0.0059
11.6092	137000	0.0072
11.6516	137500	0.0062
11.6939	138000	0.0055
11.7363	138500	0.0055
11.7787	139000	0.0069
11.8210	139500	0.0073
11.8634	140000	0.0063
11.9058	140500	0.0067
11.9481	141000	0.0061
11.9905	141500	0.005
12.0329	142000	0.0054
12.0752	142500	0.0063
12.1176	143000	0.0046
12.1600	143500	0.0054
12.2024	144000	0.0041
12.2447	144500	0.0055
12.2871	145000	0.0052
12.3295	145500	0.0046
12.3718	146000	0.0046
12.4142	146500	0.0058
12.4566	147000	0.005
12.4989	147500	0.0049
12.5413	148000	0.0053
12.5837	148500	0.0042
12.6260	149000	0.0046
12.6684	149500	0.0049
12.7108	150000	0.0042
12.7532	150500	0.0046
12.7955	151000	0.004
12.8379	151500	0.0052
12.8803	152000	0.0045
12.9226	152500	0.0048
12.9650	153000	0.0065
13.0074	153500	0.0039
13.0497	154000	0.0043
13.0921	154500	0.0039
13.1345	155000	0.0037
13.1768	155500	0.0058
13.2192	156000	0.0038
13.2616	156500	0.004
13.3040	157000	0.0044
13.3463	157500	0.0047
13.3887	158000	0.0042
13.4311	158500	0.0034
13.4734	159000	0.0056
13.5158	159500	0.0041
13.5582	160000	0.004
13.6005	160500	0.0052
13.6429	161000	0.0043
13.6853	161500	0.0039
13.7277	162000	0.0055
13.7700	162500	0.0046
13.8124	163000	0.0058
13.8548	163500	0.0037
13.8971	164000	0.0047
13.9395	164500	0.0049
13.9819	165000	0.0047
14.0242	165500	0.0042
14.0666	166000	0.0035
14.1090	166500	0.0043
14.1513	167000	0.0034
14.1937	167500	0.0032
14.2361	168000	0.0044
14.2785	168500	0.004
14.3208	169000	0.003
14.3632	169500	0.005
14.4056	170000	0.003
14.4479	170500	0.0041
14.4903	171000	0.0031
14.5327	171500	0.0033
14.5750	172000	0.0036
14.6174	172500	0.0038
14.6598	173000	0.0034
14.7021	173500	0.0034
14.7445	174000	0.0035
14.7869	174500	0.004
14.8293	175000	0.0042
14.8716	175500	0.0032
14.9140	176000	0.0029
14.9564	176500	0.004
14.9987	177000	0.0043
15.0411	177500	0.0033
15.0835	178000	0.003
15.1258	178500	0.0036
15.1682	179000	0.0035
15.2106	179500	0.0029
15.2529	180000	0.0028
15.2953	180500	0.0034
15.3377	181000	0.0024
15.3801	181500	0.0026
15.4224	182000	0.0032
15.4648	182500	0.0031
15.5072	183000	0.0038
15.5495	183500	0.0032
15.5919	184000	0.0029
15.6343	184500	0.003
15.6766	185000	0.0039
15.7190	185500	0.0034
15.7614	186000	0.0034
15.8037	186500	0.004
15.8461	187000	0.0029
15.8885	187500	0.0031
15.9309	188000	0.0025
15.9732	188500	0.0023
16.0156	189000	0.0025
16.0580	189500	0.0026
16.1003	190000	0.0028
16.1427	190500	0.003
16.1851	191000	0.0033
16.2274	191500	0.0022
16.2698	192000	0.0034
16.3122	192500	0.0029
16.3545	193000	0.0029
16.3969	193500	0.003
16.4393	194000	0.0029
16.4817	194500	0.0028
16.5240	195000	0.0026
16.5664	195500	0.003
16.6088	196000	0.0025
16.6511	196500	0.0023
16.6935	197000	0.0026
16.7359	197500	0.0031
16.7782	198000	0.0032
16.8206	198500	0.002
16.8630	199000	0.0022
16.9053	199500	0.0023
16.9477	200000	0.0027
16.9901	200500	0.0032
17.0325	201000	0.0026
17.0748	201500	0.0021
17.1172	202000	0.0028
17.1596	202500	0.0029
17.2019	203000	0.0021
17.2443	203500	0.0027
17.2867	204000	0.0023
17.3290	204500	0.0027
17.3714	205000	0.0029
17.4138	205500	0.0022
17.4561	206000	0.0026
17.4985	206500	0.0023
17.5409	207000	0.0025
17.5833	207500	0.0021
17.6256	208000	0.0022
17.6680	208500	0.0033
17.7104	209000	0.0027
17.7527	209500	0.0023
17.7951	210000	0.0026
17.8375	210500	0.0024
17.8798	211000	0.0023
17.9222	211500	0.0027
17.9646	212000	0.0037
18.0069	212500	0.0026
18.0493	213000	0.0024
18.0917	213500	0.0021
18.1341	214000	0.0022
18.1764	214500	0.0023
18.2188	215000	0.003
18.2612	215500	0.0018
18.3035	216000	0.0024
18.3459	216500	0.0031
18.3883	217000	0.0025
18.4306	217500	0.0035
18.4730	218000	0.0028
18.5154	218500	0.0027
18.5577	219000	0.002
18.6001	219500	0.0022
18.6425	220000	0.0022
18.6849	220500	0.002
18.7272	221000	0.0021
18.7696	221500	0.003
18.8120	222000	0.0023
18.8543	222500	0.0021
18.8967	223000	0.0026
18.9391	223500	0.0025
18.9814	224000	0.0031
19.0238	224500	0.0019
19.0662	225000	0.0021
19.1086	225500	0.0018
19.1509	226000	0.0019
19.1933	226500	0.0022
19.2357	227000	0.0023
19.2780	227500	0.0026
19.3204	228000	0.0029
19.3628	228500	0.0022
19.4051	229000	0.0022
19.4475	229500	0.0019
19.4899	230000	0.0019
19.5322	230500	0.0021
19.5746	231000	0.0017
19.6170	231500	0.0023
19.6594	232000	0.002
19.7017	232500	0.0023
19.7441	233000	0.0023
19.7865	233500	0.0016
19.8288	234000	0.0022
19.8712	234500	0.0018
19.9136	235000	0.002
19.9559	235500	0.0022
19.9983	236000	0.002
20.0407	236500	0.0025
20.0830	237000	0.0015
20.1254	237500	0.0017
20.1678	238000	0.0019
20.2102	238500	0.0019
20.2525	239000	0.0019
20.2949	239500	0.0023
20.3373	240000	0.002
20.3796	240500	0.0013
20.4220	241000	0.0016
20.4644	241500	0.0026
20.5067	242000	0.0025
20.5491	242500	0.0014
20.5915	243000	0.0022
20.6338	243500	0.002
20.6762	244000	0.002
20.7186	244500	0.0015
20.7610	245000	0.0014
20.8033	245500	0.0019
20.8457	246000	0.0032
20.8881	246500	0.0017
20.9304	247000	0.0023
20.9728	247500	0.0015
21.0152	248000	0.0012
21.0575	248500	0.002
21.0999	249000	0.0024
21.1423	249500	0.0015
21.1846	250000	0.0014
21.2270	250500	0.0015
21.2694	251000	0.0016
21.3118	251500	0.0014
21.3541	252000	0.0014
21.3965	252500	0.0019
21.4389	253000	0.002
21.4812	253500	0.003
21.5236	254000	0.0017
21.5660	254500	0.0018
21.6083	255000	0.0021
21.6507	255500	0.0013
21.6931	256000	0.0019
21.7354	256500	0.0015
21.7778	257000	0.0018
21.8202	257500	0.0013
21.8626	258000	0.0021
21.9049	258500	0.0013
21.9473	259000	0.0013
21.9897	259500	0.0013
22.0320	260000	0.0012
22.0744	260500	0.0011
22.1168	261000	0.0013
22.1591	261500	0.0012
22.2015	262000	0.0016
22.2439	262500	0.0017
22.2862	263000	0.0011
22.3286	263500	0.0015
22.3710	264000	0.0013
22.4134	264500	0.0018
22.4557	265000	0.0014
22.4981	265500	0.0012
22.5405	266000	0.0017
22.5828	266500	0.0022
22.6252	267000	0.0015
22.6676	267500	0.0015
22.7099	268000	0.002
22.7523	268500	0.0017
22.7947	269000	0.0021
22.8370	269500	0.0012
22.8794	270000	0.0018
22.9218	270500	0.0014
22.9642	271000	0.0014
23.0065	271500	0.0015
23.0489	272000	0.0016
23.0913	272500	0.0013
23.1336	273000	0.002
23.1760	273500	0.0016
23.2184	274000	0.0021
23.2607	274500	0.0016
23.3031	275000	0.0016
23.3455	275500	0.0012
23.3878	276000	0.0012
23.4302	276500	0.0016
23.4726	277000	0.0017
23.5150	277500	0.0013
23.5573	278000	0.0015
23.5997	278500	0.0019
23.6421	279000	0.0014
23.6844	279500	0.0019
23.7268	280000	0.0012
23.7692	280500	0.002
23.8115	281000	0.0017
23.8539	281500	0.0011
23.8963	282000	0.0013
23.9386	282500	0.0014
23.9810	283000	0.0017
24.0234	283500	0.0015
24.0658	284000	0.0017
24.1081	284500	0.0011
24.1505	285000	0.0016
24.1929	285500	0.0014
24.2352	286000	0.0009
24.2776	286500	0.0017
24.3200	287000	0.0011
24.3623	287500	0.0018
24.4047	288000	0.0018
24.4471	288500	0.0015
24.4895	289000	0.0013
24.5318	289500	0.0013
24.5742	290000	0.0015
24.6166	290500	0.0012
24.6589	291000	0.0014
24.7013	291500	0.0021
24.7437	292000	0.0018
24.7860	292500	0.0016
24.8284	293000	0.0014
24.8708	293500	0.0012
24.9131	294000	0.0015
24.9555	294500	0.001
24.9979	295000	0.0014
25.0403	295500	0.0014
25.0826	296000	0.001
25.1250	296500	0.0018
25.1674	297000	0.0014
25.2097	297500	0.0011
25.2521	298000	0.0013
25.2945	298500	0.002
25.3368	299000	0.0006
25.3792	299500	0.0011
25.4216	300000	0.0016
25.4639	300500	0.0011
25.5063	301000	0.0016
25.5487	301500	0.0009
25.5911	302000	0.0009
25.6334	302500	0.0017
25.6758	303000	0.0017
25.7182	303500	0.0018
25.7605	304000	0.001
25.8029	304500	0.0011
25.8453	305000	0.0015
25.8876	305500	0.0018
25.9300	306000	0.0009
25.9724	306500	0.0011
26.0147	307000	0.0013
26.0571	307500	0.0015
26.0995	308000	0.0007
26.1419	308500	0.001
26.1842	309000	0.0011
26.2266	309500	0.0013
26.2690	310000	0.0012
26.3113	310500	0.0008
26.3537	311000	0.0017
26.3961	311500	0.0012
26.4384	312000	0.0018
26.4808	312500	0.0015
26.5232	313000	0.0012
26.5655	313500	0.0011
26.6079	314000	0.0008
26.6503	314500	0.0012
26.6927	315000	0.0009
26.7350	315500	0.0011
26.7774	316000	0.0012
26.8198	316500	0.0015
26.8621	317000	0.0016
26.9045	317500	0.0015
26.9469	318000	0.0018
26.9892	318500	0.0013
27.0316	319000	0.0019
27.0740	319500	0.0015
27.1163	320000	0.001
27.1587	320500	0.0009
27.2011	321000	0.0007
27.2435	321500	0.0012
27.2858	322000	0.0012
27.3282	322500	0.0011
27.3706	323000	0.0025
27.4129	323500	0.0009
27.4553	324000	0.0015
27.4977	324500	0.0012
27.5400	325000	0.0013
27.5824	325500	0.0013
27.6248	326000	0.0015
27.6671	326500	0.0011
27.7095	327000	0.0022
27.7519	327500	0.001
27.7943	328000	0.0009
27.8366	328500	0.001
27.8790	329000	0.0007
27.9214	329500	0.0013
27.9637	330000	0.0017
28.0061	330500	0.0006
28.0485	331000	0.0011
28.0908	331500	0.0011
28.1332	332000	0.001
28.1756	332500	0.0013
28.2179	333000	0.0012
28.2603	333500	0.001
28.3027	334000	0.001
28.3451	334500	0.0013
28.3874	335000	0.0012
28.4298	335500	0.0015
28.4722	336000	0.0016
28.5145	336500	0.0013
28.5569	337000	0.0011
28.5993	337500	0.0011
28.6416	338000	0.0015
28.6840	338500	0.0014
28.7264	339000	0.0007
28.7687	339500	0.0013
28.8111	340000	0.001
28.8535	340500	0.0009
28.8959	341000	0.0009
28.9382	341500	0.0012
28.9806	342000	0.0011
29.0230	342500	0.0008
29.0653	343000	0.0009
29.1077	343500	0.0009
29.1501	344000	0.0013
29.1924	344500	0.0011
29.2348	345000	0.0009
29.2772	345500	0.0012
29.3195	346000	0.0009
29.3619	346500	0.0008
29.4043	347000	0.0006
29.4467	347500	0.001
29.4890	348000	0.0012
29.5314	348500	0.0013
29.5738	349000	0.001
29.6161	349500	0.0013
29.6585	350000	0.0017
29.7009	350500	0.0009
29.7432	351000	0.0009
29.7856	351500	0.001
29.8280	352000	0.0011
29.8703	352500	0.0008
29.9127	353000	0.0011
29.9551	353500	0.0005
29.9975	354000	0.0017

Framework Versions

Python: 3.12.3
Sentence Transformers: 5.1.0
Transformers: 4.54.1
PyTorch: 2.8.0+cu128
Accelerate: 1.10.0
Datasets: 4.0.0
Tokenizers: 0.21.4

Citation

BibTeX

Sentence Transformers

bibtex

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

MultipleNegativesRankingLoss