This is a Cross Encoder model finetuned from cross-encoder/ms-marco-MiniLM-L6-v2 using the sentence-transformers library. It computes scores for pairs of texts, which can be used for text reranking and semantic search.

Model Details

Model Description

Model Type: Cross Encoder
Base model: cross-encoder/ms-marco-MiniLM-L6-v2
Maximum Sequence Length: 512 tokens
Number of Output Labels: 1 label
Supported Modality: Text

Model Sources

Documentation: Sentence Transformers Documentation
Documentation: Cross Encoder Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Cross Encoders on Hugging Face

Full Model Architecture

CrossEncoder(
  (0): Transformer({'transformer_task': 'sequence-classification', 'modality_config': {'text': {'method': 'forward', 'method_output_name': 'logits'}}, 'module_output_name': 'scores', 'architecture': 'BertForSequenceClassification'})
)

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 CrossEncoder

# Download from the 🤗 Hub
model = CrossEncoder("kelompoknlp2026dsindo/reranker_260511070554_FINAL")
# Get scores for pairs of inputs
pairs = [
    ['Not only is there no scientific evidence that CO2 is a pollutant, higher CO2 concentrations actually help ecosystems support more plant and animal life.', 'Higher carbon dioxide concentrations will favourably affect plant growth and demand for water.'],
    ['Not only is there no scientific evidence that CO2 is a pollutant, higher CO2 concentrations actually help ecosystems support more plant and animal life.', 'Plants can grow as much as 50 percent faster in concentrations of 1,000 ppm CO 2 when compared with ambient conditions, though this assumes no change in climate and no limitation on other nutrients.'],
    ['Not only is there no scientific evidence that CO2 is a pollutant, higher CO2 concentrations actually help ecosystems support more plant and animal life.', 'At very high concentrations (100 times atmospheric concentration, or greater), carbon dioxide can be toxic to animal life, so raising the concentration to 10,000 ppm (1%) or higher for several hours will eliminate pests such as whiteflies and spider mites in a greenhouse.'],
    ['Not only is there no scientific evidence that CO2 is a pollutant, higher CO2 concentrations actually help ecosystems support more plant and animal life.', 'Since global warming is attributed to increasing atmospheric concentrations of greenhouse gases such as CO 2 and methane, scientists closely monitor atmospheric CO 2 concentrations and their impact on the present-day biosphere.'],
    ['Not only is there no scientific evidence that CO2 is a pollutant, higher CO2 concentrations actually help ecosystems support more plant and animal life.', 'While a number of human-derived factors are recognized as contributing to rising atmospheric concentrations of CH (methane) and CO (carbon dioxide), deforestation and territorial clearance practices associated with agricultural development may be contributing most to these concentrations globally.'],
]
scores = model.predict(pairs)
print(scores)
# [ 6.3068 -1.1184 -1.8801 -5.2732 -8.7795]

# Or rank different texts based on similarity to a single text
ranks = model.rank(
    'Not only is there no scientific evidence that CO2 is a pollutant, higher CO2 concentrations actually help ecosystems support more plant and animal life.',
    [
        'Higher carbon dioxide concentrations will favourably affect plant growth and demand for water.',
        'Plants can grow as much as 50 percent faster in concentrations of 1,000 ppm CO 2 when compared with ambient conditions, though this assumes no change in climate and no limitation on other nutrients.',
        'At very high concentrations (100 times atmospheric concentration, or greater), carbon dioxide can be toxic to animal life, so raising the concentration to 10,000 ppm (1%) or higher for several hours will eliminate pests such as whiteflies and spider mites in a greenhouse.',
        'Since global warming is attributed to increasing atmospheric concentrations of greenhouse gases such as CO 2 and methane, scientists closely monitor atmospheric CO 2 concentrations and their impact on the present-day biosphere.',
        'While a number of human-derived factors are recognized as contributing to rising atmospheric concentrations of CH (methane) and CO (carbon dioxide), deforestation and territorial clearance practices associated with agricultural development may be contributing most to these concentrations globally.',
    ]
)
# [{'corpus_id': ..., 'score': ...}, {'corpus_id': ..., 'score': ...}, ...]

Evaluation

Metrics

Cross Encoder Reranking

Dataset: dev
Evaluated with CrossEncoderRerankingEvaluator with these parameters:
json
1{ 2 "at_k": 5, 3 "always_rerank_positives": false 4}

Metric	Value
map	0.3398 (+0.0771)
mrr@5	0.4296 (+0.0643)
ndcg@5	0.3415 (+0.0607)

Training Details

Training Dataset

Unnamed Dataset

Size: 201,705 training samples
Columns: sentence1, sentence2, and label
Approximate statistics based on the first 1000 samples:
sentence1 sentence2 label
type string string float
details
min: 13 tokens
mean: 27.17 tokens
max: 45 tokens
min: 6 tokens
mean: 34.3 tokens
max: 112 tokens
min: 0.0
mean: 0.02
max: 1.0

Samples:

sentence1	sentence2	label
`Not only is there no scientific evidence that CO2 is a pollutant, higher CO2 concentrations actually help ecosystems support more plant and animal life.`	`Higher carbon dioxide concentrations will favourably affect plant growth and demand for water.`	`1.0`
`Not only is there no scientific evidence that CO2 is a pollutant, higher CO2 concentrations actually help ecosystems support more plant and animal life.`	`Plants can grow as much as 50 percent faster in concentrations of 1,000 ppm CO 2 when compared with ambient conditions, though this assumes no change in climate and no limitation on other nutrients.`	`1.0`
`Not only is there no scientific evidence that CO2 is a pollutant, higher CO2 concentrations actually help ecosystems support more plant and animal life.`	`At very high concentrations (100 times atmospheric concentration, or greater), carbon dioxide can be toxic to animal life, so raising the concentration to 10,000 ppm (1%) or higher for several hours will eliminate pests such as whiteflies and spider mites in a greenhouse.`	`1.0`

Loss: BinaryCrossEntropyLoss with these parameters:
json
1{ 2 "activation_fn": "torch.nn.modules.linear.Identity", 3 "pos_weight": 64.0 4}

Training Hyperparameters

Non-Default Hyperparameters

per_device_train_batch_size: 16
num_train_epochs: 20
learning_rate: 1e-05
warmup_steps: 100
per_device_eval_batch_size: 16
load_best_model_at_end: True
data_seed: 42

All Hyperparameters

Click to expand

per_device_train_batch_size: 16
num_train_epochs: 20
max_steps: -1
learning_rate: 1e-05
lr_scheduler_type: linear
lr_scheduler_kwargs: None
warmup_steps: 100
optim: adamw_torch_fused
optim_args: None
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
optim_target_modules: None
gradient_accumulation_steps: 1
average_tokens_across_devices: True
max_grad_norm: 1.0
label_smoothing_factor: 0.0
bf16: False
fp16: False
bf16_full_eval: False
fp16_full_eval: False
tf32: None
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
use_liger_kernel: False
liger_kernel_config: None
use_cache: False
neftune_noise_alpha: None
torch_empty_cache_steps: None
auto_find_batch_size: False
log_on_each_node: True
logging_nan_inf_filter: True
include_num_input_tokens_seen: no
log_level: passive
log_level_replica: warning
disable_tqdm: False
project: huggingface
trackio_space_id: trackio
per_device_eval_batch_size: 16
prediction_loss_only: True
eval_on_start: False
eval_do_concat_batches: True
eval_use_gather_object: False
eval_accumulation_steps: None
include_for_metrics: []
batch_eval_metrics: False
save_only_model: False
save_on_each_node: False
enable_jit_checkpoint: False
push_to_hub: False
hub_private_repo: None
hub_model_id: None
hub_strategy: every_save
hub_always_push: False
hub_revision: None
load_best_model_at_end: True
ignore_data_skip: False
restore_callback_states_from_checkpoint: False
full_determinism: False
seed: 42
data_seed: 42
use_cpu: False
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
parallelism_config: None
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_pin_memory: True
dataloader_persistent_workers: False
dataloader_prefetch_factor: None
remove_unused_columns: True
label_names: None
train_sampling_strategy: random
length_column_name: length
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
ddp_backend: None
ddp_timeout: 1800
fsdp: []
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
deepspeed: None
debug: []
skip_memory_metrics: True
do_predict: False
resume_from_checkpoint: None
warmup_ratio: None
local_rank: -1
prompts: None
batch_sampler: batch_sampler
multi_dataset_batch_sampler: proportional
router_mapping: {}
learning_rate_mapping: {}

Training Logs

Click to expand

Epoch	Step	Training Loss	dev_ndcg@5
0.0040	50	6.4821	-
0.0079	100	7.7075	-
0.0119	150	5.6951	-
0.0159	200	10.5163	-
0.0198	250	5.7443	-
0.0238	300	9.2841	-
0.0278	350	7.3247	-
0.0317	400	7.5603	-
0.0357	450	6.0052	-
0.0397	500	6.7443	-
0.0436	550	7.0512	-
0.0476	600	6.1199	-
0.0516	650	5.4322	-
0.0555	700	5.1746	-
0.0595	750	4.4309	-
0.0635	800	4.8644	-
0.0674	850	6.8323	-
0.0714	900	6.3006	-
0.0754	950	7.8413	-
0.0793	1000	7.4447	-
0.0833	1050	4.6336	-
0.0873	1100	5.6150	-
0.0912	1150	5.1068	-
0.0952	1200	6.6468	-
0.0992	1250	4.7122	-
0.1031	1300	5.8467	-
0.1071	1350	3.5123	-
0.1110	1400	5.4432	-
0.1150	1450	4.5448	-
0.1190	1500	4.1719	-
0.1229	1550	4.8506	-
0.1269	1600	5.6615	-
0.1309	1650	7.3819	-
0.1348	1700	3.3712	-
0.1388	1750	6.2910	-
0.1428	1800	4.3081	-
0.1467	1850	7.4247	-
0.1507	1900	4.0344	-
0.1547	1950	3.9636	-
0.1586	2000	6.0031	-
0.1626	2050	6.0784	-
0.1666	2100	4.1477	-
0.1705	2150	5.8603	-
0.1745	2200	5.6526	-
0.1785	2250	6.8740	-
0.1824	2300	3.4526	-
0.1864	2350	4.9571	-
0.1904	2400	6.5555	-
0.1943	2450	4.2477	-
0.1983	2500	4.6370	-
0.2023	2550	3.4837	-
0.2062	2600	5.1507	-
0.2102	2650	5.5580	-
0.2142	2700	5.0514	-
0.2181	2750	3.7364	-
0.2221	2800	5.0521	-
0.2261	2850	4.5580	-
0.2300	2900	4.6881	-
0.2340	2950	5.9068	-
0.2380	3000	4.3156	-
0.2419	3050	5.3075	-
0.2459	3100	4.2023	-
0.2499	3150	6.6939	-
0.2538	3200	4.8161	-
0.2578	3250	3.2366	-
0.2618	3300	6.1945	-
0.2657	3350	3.8320	-
0.2697	3400	4.8402	-
0.2737	3450	4.1905	-
0.2776	3500	4.3157	-
0.2816	3550	7.2777	-
0.2856	3600	4.5789	-
0.2895	3650	4.7533	-
0.2935	3700	4.6230	-
0.2975	3750	6.1926	-
0.3014	3800	3.6712	-
0.3054	3850	5.5557	-
0.3094	3900	3.0784	-
0.3133	3950	6.3366	-
0.3173	4000	4.6509	-
0.3213	4050	8.0496	-
0.3252	4100	4.2992	-
0.3292	4150	5.4489	-
0.3331	4200	4.3801	-
0.3371	4250	6.7844	-
0.3411	4300	3.6825	-
0.3450	4350	3.9890	-
0.3490	4400	4.3086	-
0.3530	4450	3.6097	-
0.3569	4500	4.6685	-
0.3609	4550	6.4267	-
0.3649	4600	4.0074	-
0.3688	4650	4.4316	-
0.3728	4700	4.8316	-
0.3768	4750	7.0559	-
0.3807	4800	4.0149	-
0.3847	4850	4.4566	-
0.3887	4900	6.1702	-
0.3926	4950	4.7792	-
0.3966	5000	5.1080	-
0.4006	5050	3.8074	-
0.4045	5100	4.8827	-
0.4085	5150	4.9390	-
0.4125	5200	6.6034	-
0.4164	5250	6.0701	-
0.4204	5300	7.2862	-
0.4244	5350	4.2337	-
0.4283	5400	5.1675	-
0.4323	5450	6.6641	-
0.4363	5500	4.5362	-
0.4402	5550	5.1396	-
0.4442	5600	4.6001	-
0.4482	5650	6.3244	-
0.4521	5700	5.9137	-
0.4561	5750	5.4712	-
0.4601	5800	4.6245	-
0.4640	5850	3.4703	-
0.4680	5900	4.9829	-
0.4720	5950	4.6653	-
0.4759	6000	5.6183	-
0.4799	6050	4.8219	-
0.4839	6100	4.7788	-
0.4878	6150	5.2348	-
0.4918	6200	3.9210	-
0.4958	6250	3.9270	-
0.4997	6300	6.1260	-
0.5037	6350	2.5234	-
0.5077	6400	5.2665	-
0.5116	6450	5.7745	-
0.5156	6500	3.7769	-
0.5196	6550	3.8054	-
0.5235	6600	6.1702	-
0.5275	6650	4.3505	-
0.5315	6700	3.9904	-
0.5354	6750	4.2700	-
0.5394	6800	3.9557	-
0.5433	6850	4.7736	-
0.5473	6900	6.1473	-
0.5513	6950	5.2114	-
0.5552	7000	2.8830	-
0.5592	7050	4.5842	-
0.5632	7100	4.4275	-
0.5671	7150	3.9822	-
0.5711	7200	4.9718	-
0.5751	7250	4.7388	-
0.5790	7300	5.8294	-
0.5830	7350	3.3903	-
0.5870	7400	4.5565	-
0.5909	7450	4.9556	-
0.5949	7500	5.5714	-
0.5989	7550	6.3889	-
0.6028	7600	5.8972	-
0.6068	7650	5.1257	-
0.6108	7700	6.0912	-
0.6147	7750	4.7975	-
0.6187	7800	5.0368	-
0.6227	7850	4.8840	-
0.6266	7900	5.8869	-
0.6306	7950	3.0794	-
0.6346	8000	4.4715	-
0.6385	8050	4.9903	-
0.6425	8100	4.5976	-
0.6465	8150	6.4560	-
0.6504	8200	6.0488	-
0.6544	8250	4.7396	-
0.6584	8300	4.4041	-
0.6623	8350	4.3758	-
0.6663	8400	5.0536	-
0.6703	8450	3.3633	-
0.6742	8500	3.8285	-
0.6782	8550	6.1229	-
0.6822	8600	6.6120	-
0.6861	8650	5.6673	-
0.6901	8700	3.1354	-
0.6941	8750	6.2316	-
0.6980	8800	5.5706	-
0.7020	8850	3.8595	-
0.7060	8900	3.2719	-
0.7099	8950	6.3340	-
0.7139	9000	4.0074	-
0.7179	9050	6.2992	-
0.7218	9100	4.6812	-
0.7258	9150	6.1453	-
0.7298	9200	6.1280	-
0.7337	9250	3.0419	-
0.7377	9300	3.4481	-
0.7417	9350	6.3920	-
0.7456	9400	6.5825	-
0.7496	9450	4.0374	-
0.7535	9500	3.6124	-
0.7575	9550	3.9780	-
0.7615	9600	4.7214	-
0.7654	9650	5.9004	-
0.7694	9700	3.2530	-
0.7734	9750	5.6337	-
0.7773	9800	5.7635	-
0.7813	9850	6.2136	-
0.7853	9900	6.8707	-
0.7892	9950	4.1602	-
0.7932	10000	5.5243	-
0.7972	10050	5.8999	-
0.8011	10100	5.4308	-
0.8051	10150	4.2716	-
0.8091	10200	5.1036	-
0.8130	10250	4.1576	-
0.8170	10300	5.3179	-
0.8210	10350	3.9488	-
0.8249	10400	4.9290	-
0.8289	10450	5.9599	-
0.8329	10500	4.1004	-
0.8368	10550	7.0388	-
0.8408	10600	4.5892	-
0.8448	10650	5.7796	-
0.8487	10700	4.8321	-
0.8527	10750	3.2001	-
0.8567	10800	5.1913	-
0.8606	10850	4.2873	-
0.8646	10900	6.6408	-
0.8686	10950	2.9361	-
0.8725	11000	6.4077	-
0.8765	11050	4.0997	-
0.8805	11100	4.9250	-
0.8844	11150	4.0123	-
0.8884	11200	7.3905	-
0.8924	11250	3.9799	-
0.8963	11300	5.3688	-
0.9003	11350	5.7663	-
0.9043	11400	3.8526	-
0.9082	11450	3.3329	-
0.9122	11500	8.4383	-
0.9162	11550	5.9832	-
0.9201	11600	5.6354	-
0.9241	11650	5.2467	-
0.9281	11700	6.6728	-
0.9320	11750	4.4470	-
0.9360	11800	6.1355	-
0.9400	11850	7.2139	-
0.9439	11900	6.8020	-
0.9479	11950	5.9080	-
0.9519	12000	3.6145	-
0.9558	12050	5.7505	-
0.9598	12100	5.1652	-
0.9638	12150	3.0675	-
0.9677	12200	6.3900	-
0.9717	12250	3.9269	-
0.9756	12300	3.4955	-
0.9796	12350	5.1035	-
0.9836	12400	5.6212	-
0.9875	12450	4.1978	-
0.9915	12500	6.0696	-
0.9955	12550	4.8799	-
0.9994	12600	5.4902	-
1.0	12607	-	0.3860 (+0.1052)
1.0034	12650	3.1473	-
1.0074	12700	3.6294	-
1.0113	12750	3.9964	-
1.0153	12800	3.8462	-
1.0193	12850	6.3427	-
1.0232	12900	6.8488	-
1.0272	12950	3.7193	-
1.0312	13000	4.9732	-
1.0351	13050	4.8782	-
1.0391	13100	3.0684	-
1.0431	13150	4.0655	-
1.0470	13200	3.2872	-
1.0510	13250	5.6441	-
1.0550	13300	5.8195	-
1.0589	13350	4.5267	-
1.0629	13400	3.1802	-
1.0669	13450	2.9212	-
1.0708	13500	2.7601	-
1.0748	13550	2.7879	-
1.0788	13600	6.5307	-
1.0827	13650	4.8398	-
1.0867	13700	4.1978	-
1.0907	13750	5.5264	-
1.0946	13800	5.1138	-
1.0986	13850	5.0489	-
1.1026	13900	3.7149	-
1.1065	13950	5.7103	-
1.1105	14000	3.4166	-
1.1145	14050	3.6008	-
1.1184	14100	4.9199	-
1.1224	14150	3.9131	-
1.1264	14200	6.0467	-
1.1303	14250	5.1233	-
1.1343	14300	4.6286	-
1.1383	14350	4.1228	-
1.1422	14400	7.6400	-
1.1462	14450	3.3461	-
1.1502	14500	5.6852	-
1.1541	14550	3.7182	-
1.1581	14600	5.2190	-
1.1621	14650	4.8189	-
1.1660	14700	5.2080	-
1.1700	14750	4.2439	-
1.1740	14800	2.2412	-
1.1779	14850	7.6880	-
1.1819	14900	4.5218	-
1.1858	14950	4.4288	-
1.1898	15000	4.5590	-
1.1938	15050	4.5896	-
1.1977	15100	5.5480	-
1.2017	15150	2.4528	-
1.2057	15200	6.3474	-
1.2096	15250	4.1114	-
1.2136	15300	4.2226	-
1.2176	15350	5.7683	-
1.2215	15400	5.2831	-
1.2255	15450	4.2796	-
1.2295	15500	4.8112	-
1.2334	15550	3.8737	-
1.2374	15600	7.2412	-
1.2414	15650	3.0813	-
1.2453	15700	5.4860	-
1.2493	15750	3.2688	-
1.2533	15800	4.4923	-
1.2572	15850	6.5222	-
1.2612	15900	5.9631	-
1.2652	15950	5.0729	-
1.2691	16000	5.6545	-
1.2731	16050	2.8809	-
1.2771	16100	6.1022	-
1.2810	16150	4.9460	-
1.2850	16200	4.6006	-
1.2890	16250	3.9895	-
1.2929	16300	4.4194	-
1.2969	16350	5.8219	-
1.3009	16400	6.3086	-
1.3048	16450	4.6904	-
1.3088	16500	4.0247	-
1.3128	16550	6.4729	-
1.3167	16600	4.1359	-
1.3207	16650	4.8131	-
1.3247	16700	5.0250	-
1.3286	16750	5.3243	-
1.3326	16800	6.2515	-
1.3366	16850	3.8675	-
1.3405	16900	4.7660	-
1.3445	16950	4.3193	-
1.3485	17000	6.3244	-
1.3524	17050	3.8366	-
1.3564	17100	4.4866	-
1.3604	17150	5.9731	-
1.3643	17200	4.9215	-
1.3683	17250	4.6363	-
1.3723	17300	4.1654	-
1.3762	17350	5.1810	-
1.3802	17400	6.8538	-
1.3842	17450	6.2454	-
1.3881	17500	4.9535	-
1.3921	17550	4.6337	-
1.3960	17600	4.6240	-
1.4000	17650	5.0683	-
1.4040	17700	5.0473	-
1.4079	17750	4.2704	-
1.4119	17800	3.2880	-
1.4159	17850	6.1430	-
1.4198	17900	5.1836	-
1.4238	17950	5.7621	-
1.4278	18000	7.4428	-
1.4317	18050	7.7264	-
1.4357	18100	3.2844	-
1.4397	18150	3.3061	-
1.4436	18200	4.7022	-
1.4476	18250	4.4779	-
1.4516	18300	6.4412	-
1.4555	18350	4.7373	-
1.4595	18400	4.6429	-
1.4635	18450	3.3968	-
1.4674	18500	4.4043	-
1.4714	18550	4.6066	-
1.4754	18600	5.7126	-
1.4793	18650	5.6637	-
1.4833	18700	3.9226	-
1.4873	18750	3.2268	-
1.4912	18800	2.6664	-
1.4952	18850	4.2593	-
1.4992	18900	5.9987	-
1.5031	18950	4.3925	-
1.5071	19000	4.8747	-
1.5111	19050	4.4443	-
1.5150	19100	2.1540	-
1.5190	19150	3.0945	-
1.5230	19200	2.8467	-
1.5269	19250	5.3955	-
1.5309	19300	5.0872	-
1.5349	19350	5.2779	-
1.5388	19400	1.5735	-
1.5428	19450	3.8178	-
1.5468	19500	4.2289	-
1.5507	19550	5.1452	-
1.5547	19600	4.2395	-
1.5587	19650	4.8533	-
1.5626	19700	4.7204	-
1.5666	19750	5.3427	-
1.5706	19800	4.2772	-
1.5745	19850	6.0442	-
1.5785	19900	4.4541	-
1.5825	19950	5.3928	-
1.5864	20000	6.0732	-
1.5904	20050	4.0754	-
1.5944	20100	4.4296	-
1.5983	20150	6.0932	-
1.6023	20200	4.1781	-
1.6063	20250	5.5353	-
1.6102	20300	4.3653	-
1.6142	20350	7.0458	-
1.6181	20400	4.9245	-
1.6221	20450	4.3144	-
1.6261	20500	5.0363	-
1.6300	20550	3.5105	-
1.6340	20600	3.6458	-
1.6380	20650	7.1341	-
1.6419	20700	3.8511	-
1.6459	20750	4.7328	-
1.6499	20800	5.3754	-
1.6538	20850	4.1960	-
1.6578	20900	4.9328	-
1.6618	20950	3.7214	-
1.6657	21000	4.8412	-
1.6697	21050	3.1946	-
1.6737	21100	8.3453	-
1.6776	21150	4.7139	-
1.6816	21200	4.9969	-
1.6856	21250	5.0132	-
1.6895	21300	2.6918	-
1.6935	21350	4.7053	-
1.6975	21400	5.5334	-
1.7014	21450	5.0658	-
1.7054	21500	5.3058	-
1.7094	21550	3.0058	-
1.7133	21600	4.3132	-
1.7173	21650	5.6526	-
1.7213	21700	3.8046	-
1.7252	21750	6.3474	-
1.7292	21800	3.4841	-
1.7332	21850	3.0059	-
1.7371	21900	5.5034	-
1.7411	21950	5.2840	-
1.7451	22000	5.0889	-
1.7490	22050	4.0763	-
1.7530	22100	5.9406	-
1.7570	22150	5.7932	-
1.7609	22200	3.6991	-
1.7649	22250	5.9085	-
1.7689	22300	2.6577	-
1.7728	22350	5.6733	-
1.7768	22400	6.2241	-
1.7808	22450	4.0741	-
1.7847	22500	4.3017	-
1.7887	22550	5.1221	-
1.7927	22600	5.0990	-
1.7966	22650	4.8223	-
1.8006	22700	5.0966	-
1.8046	22750	4.0232	-
1.8085	22800	4.3749	-
1.8125	22850	4.3872	-
1.8165	22900	3.3962	-
1.8204	22950	5.1494	-
1.8244	23000	5.8249	-
1.8283	23050	3.8805	-
1.8323	23100	4.4734	-
1.8363	23150	5.8008	-
1.8402	23200	5.3417	-
1.8442	23250	3.6307	-
1.8482	23300	4.1862	-
1.8521	23350	4.8903	-
1.8561	23400	3.6139	-
1.8601	23450	5.5257	-
1.8640	23500	5.0639	-
1.8680	23550	5.5362	-
1.8720	23600	3.7265	-
1.8759	23650	5.9422	-
1.8799	23700	5.4337	-
1.8839	23750	5.8789	-
1.8878	23800	3.9286	-
1.8918	23850	4.7207	-
1.8958	23900	3.8650	-
1.8997	23950	4.1359	-
1.9037	24000	4.6079	-
1.9077	24050	3.8237	-
1.9116	24100	4.1052	-
1.9156	24150	4.7842	-
1.9196	24200	4.0306	-
1.9235	24250	5.1973	-
1.9275	24300	5.7021	-
1.9315	24350	5.8892	-
1.9354	24400	6.4144	-
1.9394	24450	2.8806	-
1.9434	24500	5.0224	-
1.9473	24550	5.5963	-
1.9513	24600	4.1525	-
1.9553	24650	4.1182	-
1.9592	24700	5.2145	-
1.9632	24750	4.2500	-
1.9672	24800	4.4397	-
1.9711	24850	4.0295	-
1.9751	24900	5.9601	-
1.9791	24950	4.7972	-
1.9830	25000	3.0757	-
1.9870	25050	4.8105	-
1.9910	25100	3.0224	-
1.9949	25150	4.6184	-
1.9989	25200	4.9944	-
2.0	25214	-	0.3858 (+0.1050)
2.0029	25250	5.1613	-
2.0068	25300	5.0936	-
2.0108	25350	5.0379	-
2.0148	25400	1.7900	-
2.0187	25450	3.6253	-
2.0227	25500	3.6588	-
2.0267	25550	1.7492	-
2.0306	25600	4.7745	-
2.0346	25650	5.4780	-
2.0386	25700	5.4539	-
2.0425	25750	3.6579	-
2.0465	25800	4.0756	-
2.0504	25850	5.4080	-
2.0544	25900	3.0562	-
2.0584	25950	6.3876	-
2.0623	26000	3.5120	-
2.0663	26050	5.0939	-
2.0703	26100	3.1004	-
2.0742	26150	4.6363	-
2.0782	26200	5.1741	-
2.0822	26250	6.8438	-
2.0861	26300	3.8279	-
2.0901	26350	4.4816	-
2.0941	26400	4.1415	-
2.0980	26450	5.4522	-
2.1020	26500	3.2214	-
2.1060	26550	3.4044	-
2.1099	26600	4.5460	-
2.1139	26650	3.8720	-
2.1179	26700	4.5736	-
2.1218	26750	4.1956	-
2.1258	26800	2.8568	-
2.1298	26850	3.3155	-
2.1337	26900	2.6447	-
2.1377	26950	2.4840	-
2.1417	27000	4.3783	-
2.1456	27050	3.5439	-
2.1496	27100	4.0665	-
2.1536	27150	5.2333	-
2.1575	27200	3.5331	-
2.1615	27250	3.0450	-
2.1655	27300	3.4216	-
2.1694	27350	4.6588	-
2.1734	27400	4.3993	-
2.1774	27450	3.7944	-
2.1813	27500	2.6492	-
2.1853	27550	5.8882	-
2.1893	27600	3.1276	-
2.1932	27650	1.4935	-
2.1972	27700	3.8356	-
2.2012	27750	5.1232	-
2.2051	27800	3.1088	-
2.2091	27850	3.7103	-
2.2131	27900	5.6116	-
2.2170	27950	3.9510	-
2.2210	28000	3.1895	-
2.2250	28050	5.1653	-
2.2289	28100	3.7663	-
2.2329	28150	3.6409	-
2.2369	28200	5.6072	-
2.2408	28250	3.2088	-
2.2448	28300	5.5155	-
2.2488	28350	3.3804	-
2.2527	28400	2.9054	-
2.2567	28450	3.5480	-
2.2606	28500	5.3278	-
2.2646	28550	3.3183	-
2.2686	28600	5.3776	-
2.2725	28650	4.3288	-
2.2765	28700	5.1413	-
2.2805	28750	4.0726	-
2.2844	28800	3.2352	-
2.2884	28850	3.4425	-
2.2924	28900	5.1698	-
2.2963	28950	4.7996	-
2.3003	29000	5.9203	-
2.3043	29050	6.0427	-
2.3082	29100	2.7878	-
2.3122	29150	3.2891	-
2.3162	29200	2.1758	-
2.3201	29250	4.7852	-
2.3241	29300	4.0726	-
2.3281	29350	5.0152	-
2.3320	29400	6.9482	-
2.3360	29450	3.2202	-
2.3400	29500	6.0189	-
2.3439	29550	3.7840	-
2.3479	29600	4.0799	-
2.3519	29650	3.8191	-
2.3558	29700	2.8104	-
2.3598	29750	2.5469	-
2.3638	29800	5.2651	-
2.3677	29850	5.7182	-
2.3717	29900	3.5916	-
2.3757	29950	4.4444	-
2.3796	30000	4.6360	-
2.3836	30050	4.9905	-
2.3876	30100	3.2960	-
2.3915	30150	2.1462	-
2.3955	30200	4.3583	-
2.3995	30250	4.0892	-
2.4034	30300	3.8798	-
2.4074	30350	4.3966	-
2.4114	30400	6.5419	-
2.4153	30450	4.7870	-
2.4193	30500	5.2769	-
2.4233	30550	4.4006	-
2.4272	30600	4.1232	-
2.4312	30650	4.8827	-
2.4352	30700	2.1524	-
2.4391	30750	5.1644	-
2.4431	30800	4.9558	-
2.4471	30850	1.8999	-
2.4510	30900	2.2597	-
2.4550	30950	6.4416	-
2.4590	31000	3.8402	-
2.4629	31050	1.8652	-
2.4669	31100	4.5989	-
2.4708	31150	3.9894	-
2.4748	31200	7.7674	-
2.4788	31250	3.7021	-
2.4827	31300	2.3590	-
2.4867	31350	3.8633	-
2.4907	31400	2.1503	-
2.4946	31450	5.1240	-
2.4986	31500	4.7181	-
2.5026	31550	4.6408	-
2.5065	31600	6.1672	-
2.5105	31650	4.6703	-
2.5145	31700	5.2422	-
2.5184	31750	4.5796	-
2.5224	31800	4.3210	-
2.5264	31850	4.7109	-
2.5303	31900	1.9095	-
2.5343	31950	6.9254	-
2.5383	32000	4.3630	-
2.5422	32050	1.7559	-
2.5462	32100	3.5773	-
2.5502	32150	5.0759	-
2.5541	32200	3.2262	-
2.5581	32250	4.8753	-
2.5621	32300	4.4989	-
2.5660	32350	5.2810	-
2.5700	32400	4.6116	-
2.5740	32450	4.0098	-
2.5779	32500	4.0226	-
2.5819	32550	4.0981	-
2.5859	32600	4.4290	-
2.5898	32650	4.6698	-
2.5938	32700	4.3775	-
2.5978	32750	4.5888	-
2.6017	32800	3.9612	-
2.6057	32850	2.8925	-
2.6097	32900	3.5706	-
2.6136	32950	5.3025	-
2.6176	33000	4.6551	-
2.6216	33050	5.6720	-
2.6255	33100	3.4210	-
2.6295	33150	4.4210	-
2.6335	33200	3.6726	-
2.6374	33250	5.2025	-
2.6414	33300	1.6171	-
2.6454	33350	5.2696	-
2.6493	33400	3.9572	-
2.6533	33450	3.5180	-
2.6573	33500	3.0458	-
2.6612	33550	4.7600	-
2.6652	33600	5.2146	-
2.6692	33650	4.9086	-
2.6731	33700	4.3581	-
2.6771	33750	4.9737	-
2.6811	33800	4.7618	-
2.6850	33850	5.4245	-
2.6890	33900	2.8027	-
2.6929	33950	5.6716	-
2.6969	34000	6.9191	-
2.7009	34050	3.7147	-
2.7048	34100	5.5030	-
2.7088	34150	3.7267	-
2.7128	34200	4.67	-
2.7167	34250	2.9778	-
2.7207	34300	5.0586	-
2.7247	34350	2.9528	-
2.7286	34400	3.0924	-
2.7326	34450	4.9429	-
2.7366	34500	6.4225	-
2.7405	34550	3.1848	-
2.7445	34600	3.5343	-
2.7485	34650	4.9403	-
2.7524	34700	2.1702	-
2.7564	34750	2.7259	-
2.7604	34800	6.0428	-
2.7643	34850	3.5632	-
2.7683	34900	5.1967	-
2.7723	34950	4.0929	-
2.7762	35000	4.4480	-
2.7802	35050	4.5050	-
2.7842	35100	2.2879	-
2.7881	35150	5.4158	-
2.7921	35200	1.6190	-
2.7961	35250	3.2270	-
2.8000	35300	5.0854	-
2.8040	35350	4.4597	-
2.8080	35400	3.6695	-
2.8119	35450	2.7077	-
2.8159	35500	4.1213	-
2.8199	35550	4.8624	-
2.8238	35600	2.9099	-
2.8278	35650	3.3541	-
2.8318	35700	3.1741	-
2.8357	35750	3.1634	-
2.8397	35800	4.7873	-
2.8437	35850	4.4003	-
2.8476	35900	4.3712	-
2.8516	35950	2.7754	-
2.8556	36000	5.7735	-
2.8595	36050	3.4954	-
2.8635	36100	5.7312	-
2.8675	36150	2.9504	-
2.8714	36200	5.0915	-
2.8754	36250	4.1701	-
2.8794	36300	3.4592	-
2.8833	36350	2.9878	-
2.8873	36400	5.0081	-
2.8913	36450	3.3838	-
2.8952	36500	5.9873	-
2.8992	36550	4.8489	-
2.9031	36600	5.0770	-
2.9071	36650	2.0510	-
2.9111	36700	5.5395	-
2.9150	36750	6.4162	-
2.9190	36800	3.7581	-
2.9230	36850	4.5909	-
2.9269	36900	2.7847	-
2.9309	36950	3.6012	-
2.9349	37000	5.9524	-
2.9388	37050	3.9207	-
2.9428	37100	6.2082	-
2.9468	37150	3.8575	-
2.9507	37200	6.3078	-
2.9547	37250	5.0679	-
2.9587	37300	2.8110	-
2.9626	37350	3.7852	-
2.9666	37400	4.4562	-
2.9706	37450	2.5643	-
2.9745	37500	4.3954	-
2.9785	37550	3.5171	-
2.9825	37600	3.8155	-
2.9864	37650	4.8972	-
2.9904	37700	2.9921	-
2.9944	37750	5.3693	-
2.9983	37800	1.7977	-
3.0	37821	-	0.3901 (+0.1093)
3.0023	37850	5.9304	-
3.0063	37900	3.1641	-
3.0102	37950	3.2481	-
3.0142	38000	3.2649	-
3.0182	38050	2.8054	-
3.0221	38100	4.0692	-
3.0261	38150	3.8969	-
3.0301	38200	1.1396	-
3.0340	38250	3.6120	-
3.0380	38300	2.7044	-
3.0420	38350	3.3971	-
3.0459	38400	4.0102	-
3.0499	38450	3.4976	-
3.0539	38500	2.4575	-
3.0578	38550	3.2913	-
3.0618	38600	4.2132	-
3.0658	38650	3.7701	-
3.0697	38700	4.0453	-
3.0737	38750	2.7036	-
3.0777	38800	2.8992	-
3.0816	38850	3.3002	-
3.0856	38900	2.4390	-
3.0896	38950	4.4203	-
3.0935	39000	3.8442	-
3.0975	39050	2.1922	-
3.1015	39100	3.5936	-
3.1054	39150	4.8837	-
3.1094	39200	2.8811	-
3.1133	39250	4.1903	-
3.1173	39300	2.9797	-
3.1213	39350	2.2576	-
3.1252	39400	2.4449	-
3.1292	39450	3.3630	-
3.1332	39500	3.4370	-
3.1371	39550	3.5029	-
3.1411	39600	4.5509	-
3.1451	39650	5.7549	-
3.1490	39700	2.5643	-
3.1530	39750	4.8759	-
3.1570	39800	2.3269	-
3.1609	39850	4.6528	-
3.1649	39900	2.3283	-
3.1689	39950	3.8411	-
3.1728	40000	3.4498	-
3.1768	40050	3.2462	-
3.1808	40100	3.4295	-
3.1847	40150	4.1453	-
3.1887	40200	4.0909	-
3.1927	40250	4.1785	-
3.1966	40300	2.5898	-
3.2006	40350	2.4826	-
3.2046	40400	3.1097	-
3.2085	40450	3.6598	-
3.2125	40500	3.3753	-
3.2165	40550	4.4054	-
3.2204	40600	3.4671	-
3.2244	40650	2.5905	-
3.2284	40700	3.5736	-
3.2323	40750	5.0720	-
3.2363	40800	6.4572	-
3.2403	40850	1.6629	-
3.2442	40900	3.3410	-
3.2482	40950	3.8103	-
3.2522	41000	3.5728	-
3.2561	41050	5.4662	-
3.2601	41100	3.2641	-
3.2641	41150	4.3480	-
3.2680	41200	4.9324	-
3.2720	41250	2.5598	-
3.2760	41300	4.3094	-
3.2799	41350	4.3266	-
3.2839	41400	2.9402	-
3.2879	41450	2.9141	-
3.2918	41500	2.7794	-
3.2958	41550	3.1155	-
3.2998	41600	3.6396	-
3.3037	41650	3.9446	-
3.3077	41700	3.4597	-
3.3117	41750	6.3156	-
3.3156	41800	3.0034	-
3.3196	41850	3.8323	-
3.3236	41900	3.5890	-
3.3275	41950	5.0216	-
3.3315	42000	3.8107	-
3.3354	42050	3.9358	-
3.3394	42100	2.1055	-
3.3434	42150	2.9317	-
3.3473	42200	3.9378	-
3.3513	42250	4.4315	-
3.3553	42300	3.7020	-
3.3592	42350	6.0426	-
3.3632	42400	2.3577	-
3.3672	42450	2.6680	-
3.3711	42500	3.1568	-
3.3751	42550	4.1621	-
3.3791	42600	4.4497	-
3.3830	42650	3.5430	-
3.3870	42700	3.4431	-
3.3910	42750	3.2089	-
3.3949	42800	5.6110	-
3.3989	42850	3.4224	-
3.4029	42900	2.2033	-
3.4068	42950	2.9963	-
3.4108	43000	3.2877	-
3.4148	43050	4.4330	-
3.4187	43100	2.3458	-
3.4227	43150	3.7167	-
3.4267	43200	3.6686	-
3.4306	43250	3.1586	-
3.4346	43300	4.7105	-
3.4386	43350	3.8333	-
3.4425	43400	6.1367	-
3.4465	43450	3.1395	-
3.4505	43500	4.2773	-
3.4544	43550	3.1891	-
3.4584	43600	3.6239	-
3.4624	43650	3.7968	-
3.4663	43700	2.9242	-
3.4703	43750	5.1744	-
3.4743	43800	2.9552	-
3.4782	43850	4.5771	-
3.4822	43900	3.9215	-
3.4862	43950	4.2846	-
3.4901	44000	2.8350	-
3.4941	44050	3.0653	-
3.4981	44100	4.7646	-
3.5020	44150	2.4557	-
3.5060	44200	5.9463	-
3.5100	44250	3.4368	-
3.5139	44300	3.1671	-
3.5179	44350	3.0283	-
3.5219	44400	3.4505	-
3.5258	44450	3.8748	-
3.5298	44500	3.3990	-
3.5338	44550	2.4134	-
3.5377	44600	3.9458	-
3.5417	44650	1.7821	-
3.5456	44700	2.7852	-
3.5496	44750	5.4085	-
3.5536	44800	4.1111	-
3.5575	44850	3.8308	-
3.5615	44900	2.5861	-
3.5655	44950	2.3044	-
3.5694	45000	3.8567	-
3.5734	45050	5.0411	-
3.5774	45100	4.1318	-
3.5813	45150	2.9830	-
3.5853	45200	2.2549	-
3.5893	45250	3.4855	-
3.5932	45300	3.3307	-
3.5972	45350	4.6609	-
3.6012	45400	3.8825	-
3.6051	45450	2.3749	-
3.6091	45500	3.3747	-
3.6131	45550	2.7797	-
3.6170	45600	4.6299	-
3.6210	45650	3.6348	-
3.6250	45700	4.1565	-
3.6289	45750	2.3826	-
3.6329	45800	3.8668	-
3.6369	45850	4.5017	-
3.6408	45900	3.9613	-
3.6448	45950	3.4329	-
3.6488	46000	4.4901	-
3.6527	46050	3.1028	-
3.6567	46100	3.3018	-
3.6607	46150	3.2594	-
3.6646	46200	4.7296	-
3.6686	46250	3.8250	-
3.6726	46300	6.9785	-
3.6765	46350	3.3872	-
3.6805	46400	3.6930	-
3.6845	46450	4.2435	-
3.6884	46500	4.9859	-
3.6924	46550	2.8020	-
3.6964	46600	3.6026	-
3.7003	46650	1.9190	-
3.7043	46700	3.6809	-
3.7083	46750	3.2937	-
3.7122	46800	4.2756	-
3.7162	46850	3.1180	-
3.7202	46900	2.9491	-
3.7241	46950	4.9393	-
3.7281	47000	3.9424	-
3.7321	47050	1.5011	-
3.7360	47100	2.7282	-
3.7400	47150	3.6076	-
3.7440	47200	1.7278	-
3.7479	47250	4.6707	-
3.7519	47300	3.4466	-
3.7558	47350	3.6982	-
3.7598	47400	2.9160	-
3.7638	47450	3.2692	-
3.7677	47500	4.8705	-
3.7717	47550	3.5052	-
3.7757	47600	2.4159	-
3.7796	47650	3.4521	-
3.7836	47700	3.1485	-
3.7876	47750	5.3307	-
3.7915	47800	1.4433	-
3.7955	47850	2.8931	-
3.7995	47900	2.9558	-
3.8034	47950	2.5590	-
3.8074	48000	3.7585	-
3.8114	48050	3.8156	-
3.8153	48100	3.2082	-
3.8193	48150	4.7747	-
3.8233	48200	4.1805	-
3.8272	48250	3.4665	-
3.8312	48300	4.6098	-
3.8352	48350	2.4743	-
3.8391	48400	3.4919	-
3.8431	48450	3.4001	-
3.8471	48500	3.4233	-
3.8510	48550	1.4314	-
3.8550	48600	4.0907	-
3.8590	48650	3.0059	-
3.8629	48700	4.1181	-
3.8669	48750	2.3983	-
3.8709	48800	6.2901	-
3.8748	48850	2.0651	-
3.8788	48900	4.7064	-
3.8828	48950	4.4432	-
3.8867	49000	3.3752	-
3.8907	49050	4.9688	-
3.8947	49100	2.1421	-
3.8986	49150	4.1762	-
3.9026	49200	3.1934	-
3.9066	49250	3.3836	-
3.9105	49300	2.4322	-
3.9145	49350	3.6790	-
3.9185	49400	2.0546	-
3.9224	49450	4.9965	-
3.9264	49500	2.9243	-
3.9304	49550	3.0041	-
3.9343	49600	5.3224	-
3.9383	49650	3.2750	-
3.9423	49700	4.9726	-
3.9462	49750	2.1567	-
3.9502	49800	4.1538	-
3.9542	49850	4.3957	-
3.9581	49900	3.6523	-
3.9621	49950	3.6666	-
3.9661	50000	3.8707	-
3.9700	50050	3.8142	-
3.9740	50100	3.3521	-
3.9779	50150	3.3174	-
3.9819	50200	4.9338	-
3.9859	50250	3.0792	-
3.9898	50300	1.8372	-
3.9938	50350	4.1218	-
3.9978	50400	2.2863	-
4.0	50428	-	0.3797 (+0.0989)
4.0017	50450	3.4075	-
4.0057	50500	3.0882	-
4.0097	50550	3.8804	-
4.0136	50600	3.4189	-
4.0176	50650	3.3906	-
4.0216	50700	1.4030	-
4.0255	50750	2.6702	-
4.0295	50800	2.7439	-
4.0335	50850	3.5622	-
4.0374	50900	1.9503	-
4.0414	50950	3.5760	-
4.0454	51000	3.3657	-
4.0493	51050	2.2613	-
4.0533	51100	3.6270	-
4.0573	51150	4.0093	-
4.0612	51200	2.2828	-
4.0652	51250	3.0623	-
4.0692	51300	3.9078	-
4.0731	51350	2.5951	-
4.0771	51400	3.8214	-
4.0811	51450	2.7443	-
4.0850	51500	2.2577	-
4.0890	51550	1.9519	-
4.0930	51600	1.7601	-
4.0969	51650	2.6076	-
4.1009	51700	2.8027	-
4.1049	51750	3.1569	-
4.1088	51800	1.1620	-
4.1128	51850	3.0348	-
4.1168	51900	3.3185	-
4.1207	51950	2.7209	-
4.1247	52000	2.4897	-
4.1287	52050	4.0502	-
4.1326	52100	5.2177	-
4.1366	52150	1.7844	-
4.1406	52200	4.3685	-
4.1445	52250	3.6933	-
4.1485	52300	2.7604	-
4.1525	52350	2.9746	-
4.1564	52400	2.2870	-
4.1604	52450	0.9945	-
4.1644	52500	4.6102	-
4.1683	52550	3.2357	-
4.1723	52600	4.2716	-
4.1763	52650	2.2646	-
4.1802	52700	3.7836	-
4.1842	52750	1.3661	-
4.1881	52800	2.3826	-
4.1921	52850	2.3519	-
4.1961	52900	2.3798	-
4.2000	52950	3.1076	-
4.2040	53000	3.3943	-
4.2080	53050	3.2681	-
4.2119	53100	1.6044	-
4.2159	53150	3.4095	-
4.2199	53200	5.0363	-
4.2238	53250	2.8490	-
4.2278	53300	3.0869	-
4.2318	53350	2.9473	-
4.2357	53400	2.6116	-
4.2397	53450	3.2376	-
4.2437	53500	2.2690	-
4.2476	53550	4.1570	-
4.2516	53600	3.8549	-
4.2556	53650	2.8484	-
4.2595	53700	3.6979	-
4.2635	53750	0.9363	-
4.2675	53800	2.5053	-
4.2714	53850	2.5931	-
4.2754	53900	3.2960	-
4.2794	53950	3.5324	-
4.2833	54000	1.4530	-
4.2873	54050	2.5353	-
4.2913	54100	2.5075	-
4.2952	54150	3.0342	-
4.2992	54200	5.2408	-
4.3032	54250	2.2130	-
4.3071	54300	3.2451	-
4.3111	54350	3.8947	-
4.3151	54400	0.5442	-
4.3190	54450	5.0062	-
4.3230	54500	1.4909	-
4.3270	54550	3.2573	-
4.3309	54600	4.0727	-
4.3349	54650	2.4438	-
4.3389	54700	2.3859	-
4.3428	54750	2.6598	-
4.3468	54800	3.0260	-
4.3508	54850	1.4514	-
4.3547	54900	4.3586	-
4.3587	54950	3.2786	-
4.3627	55000	2.2795	-
4.3666	55050	2.7160	-
4.3706	55100	2.7424	-
4.3746	55150	2.4499	-
4.3785	55200	4.3069	-
4.3825	55250	1.5921	-
4.3865	55300	3.0175	-
4.3904	55350	4.2316	-
4.3944	55400	2.4526	-
4.3984	55450	1.2011	-
4.4023	55500	3.5503	-
4.4063	55550	3.6683	-
4.4102	55600	3.6429	-
4.4142	55650	0.8372	-
4.4182	55700	1.7346	-
4.4221	55750	2.7238	-
4.4261	55800	2.6514	-
4.4301	55850	3.4226	-
4.4340	55900	2.6823	-
4.4380	55950	3.4918	-
4.4420	56000	6.4155	-
4.4459	56050	1.8464	-
4.4499	56100	2.8360	-
4.4539	56150	3.0559	-
4.4578	56200	1.7443	-
4.4618	56250	4.4206	-
4.4658	56300	2.6139	-
4.4697	56350	4.1332	-
4.4737	56400	2.8367	-
4.4777	56450	1.8158	-
4.4816	56500	3.4530	-
4.4856	56550	4.0107	-
4.4896	56600	2.5126	-
4.4935	56650	3.2759	-
4.4975	56700	3.5907	-
4.5015	56750	3.7999	-
4.5054	56800	3.0978	-
4.5094	56850	3.0097	-
4.5134	56900	2.6001	-
4.5173	56950	2.4533	-
4.5213	57000	1.5089	-
4.5253	57050	2.4168	-
4.5292	57100	3.8351	-
4.5332	57150	1.4547	-
4.5372	57200	3.9500	-
4.5411	57250	3.8435	-
4.5451	57300	2.7840	-
4.5491	57350	2.3242	-
4.5530	57400	1.8673	-
4.5570	57450	2.1192	-
4.5610	57500	5.4228	-
4.5649	57550	4.0064	-
4.5689	57600	3.9496	-
4.5729	57650	2.3334	-
4.5768	57700	5.9314	-
4.5808	57750	3.3283	-
4.5848	57800	3.3588	-
4.5887	57850	4.1612	-
4.5927	57900	2.6567	-
4.5967	57950	5.2834	-
4.6006	58000	3.2908	-
4.6046	58050	2.1170	-
4.6086	58100	2.8266	-
4.6125	58150	3.8914	-
4.6165	58200	2.1340	-
4.6204	58250	3.2750	-
4.6244	58300	3.2901	-
4.6284	58350	2.2748	-
4.6323	58400	2.0710	-
4.6363	58450	2.8437	-
4.6403	58500	3.7690	-
4.6442	58550	3.8999	-
4.6482	58600	2.5526	-
4.6522	58650	2.3632	-
4.6561	58700	2.9714	-
4.6601	58750	4.8235	-
4.6641	58800	1.7547	-
4.6680	58850	1.7601	-
4.6720	58900	3.8208	-
4.6760	58950	4.3980	-
4.6799	59000	2.6406	-
4.6839	59050	5.3343	-
4.6879	59100	3.6563	-
4.6918	59150	3.6708	-
4.6958	59200	2.2873	-
4.6998	59250	2.1809	-
4.7037	59300	1.3550	-
4.7077	59350	3.7801	-
4.7117	59400	3.7848	-
4.7156	59450	1.6951	-
4.7196	59500	4.1283	-
4.7236	59550	3.1744	-
4.7275	59600	5.1430	-
4.7315	59650	2.1321	-
4.7355	59700	3.8827	-
4.7394	59750	3.0607	-
4.7434	59800	3.4345	-
4.7474	59850	2.5689	-
4.7513	59900	1.4088	-
4.7553	59950	2.9522	-
4.7593	60000	2.3586	-
4.7632	60050	4.4762	-
4.7672	60100	2.4883	-
4.7712	60150	4.9429	-
4.7751	60200	2.6636	-
4.7791	60250	2.3975	-
4.7831	60300	3.3653	-
4.7870	60350	4.0101	-
4.7910	60400	4.2000	-
4.7950	60450	4.0001	-
4.7989	60500	3.4158	-
4.8029	60550	2.2750	-
4.8069	60600	3.9516	-
4.8108	60650	2.0712	-
4.8148	60700	2.7954	-
4.8188	60750	3.7791	-
4.8227	60800	3.1084	-
4.8267	60850	1.6626	-
4.8306	60900	2.9586	-
4.8346	60950	3.0027	-
4.8386	61000	2.7273	-
4.8425	61050	2.9868	-
4.8465	61100	2.8274	-
4.8505	61150	2.4484	-
4.8544	61200	3.3716	-
4.8584	61250	2.2269	-
4.8624	61300	2.9795	-
4.8663	61350	2.9086	-
4.8703	61400	3.0785	-
4.8743	61450	0.6928	-
4.8782	61500	2.3009	-
4.8822	61550	1.9594	-
4.8862	61600	4.5937	-
4.8901	61650	3.2246	-
4.8941	61700	2.6850	-
4.8981	61750	5.1110	-
4.9020	61800	2.4514	-
4.9060	61850	4.8359	-
4.9100	61900	2.5644	-
4.9139	61950	2.3774	-
4.9179	62000	4.0188	-
4.9219	62050	2.3285	-
4.9258	62100	4.3249	-
4.9298	62150	3.5418	-
4.9338	62200	2.6439	-
4.9377	62250	3.3261	-
4.9417	62300	2.1477	-
4.9457	62350	1.9314	-
4.9496	62400	3.4870	-
4.9536	62450	3.9311	-
4.9576	62500	1.9403	-
4.9615	62550	5.6563	-
4.9655	62600	0.8260	-
4.9695	62650	2.4483	-
4.9734	62700	1.7675	-
4.9774	62750	1.7541	-
4.9814	62800	5.9898	-
4.9853	62850	2.1365	-
4.9893	62900	5.7951	-
4.9933	62950	3.1948	-
4.9972	63000	2.8063	-
5.0	63035	-	0.3402 (+0.0594)
5.0012	63050	4.0927	-
5.0052	63100	1.3112	-
5.0091	63150	1.7052	-
5.0131	63200	3.2409	-
5.0171	63250	0.9214	-
5.0210	63300	1.4653	-
5.0250	63350	2.4767	-
5.0290	63400	3.0782	-
5.0329	63450	1.5224	-
5.0369	63500	3.4808	-
5.0409	63550	1.8138	-
5.0448	63600	1.5947	-
5.0488	63650	3.4874	-
5.0527	63700	2.5994	-
5.0567	63750	2.6673	-
5.0607	63800	3.0037	-
5.0646	63850	2.4397	-
5.0686	63900	3.4415	-
5.0726	63950	2.8430	-
5.0765	64000	4.0106	-
5.0805	64050	2.8002	-
5.0845	64100	1.9771	-
5.0884	64150	2.1863	-
5.0924	64200	1.9153	-
5.0964	64250	2.2037	-
5.1003	64300	2.0094	-
5.1043	64350	3.1076	-
5.1083	64400	3.1880	-
5.1122	64450	2.9904	-
5.1162	64500	4.1910	-
5.1202	64550	1.9597	-
5.1241	64600	2.4660	-
5.1281	64650	1.3597	-
5.1321	64700	1.2534	-
5.1360	64750	2.9012	-
5.1400	64800	1.8511	-
5.1440	64850	2.3532	-
5.1479	64900	2.0255	-
5.1519	64950	1.7930	-
5.1559	65000	2.4404	-
5.1598	65050	1.9713	-
5.1638	65100	1.7049	-
5.1678	65150	1.7871	-
5.1717	65200	0.5333	-
5.1757	65250	2.2926	-
5.1797	65300	1.1621	-
5.1836	65350	2.2796	-
5.1876	65400	2.7870	-
5.1916	65450	4.0377	-
5.1955	65500	2.8689	-
5.1995	65550	1.9599	-
5.2035	65600	2.4835	-
5.2074	65650	1.9682	-
5.2114	65700	3.5423	-
5.2154	65750	3.6228	-
5.2193	65800	2.3377	-
5.2233	65850	3.3270	-
5.2273	65900	1.3759	-
5.2312	65950	1.3640	-
5.2352	66000	2.7261	-
5.2392	66050	1.4120	-
5.2431	66100	2.9223	-
5.2471	66150	3.8930	-
5.2511	66200	2.2336	-
5.2550	66250	1.9693	-
5.2590	66300	0.8487	-
5.2629	66350	0.9616	-
5.2669	66400	2.3226	-
5.2709	66450	2.1052	-
5.2748	66500	2.5669	-
5.2788	66550	2.7065	-
5.2828	66600	2.4776	-
5.2867	66650	0.8891	-
5.2907	66700	3.2368	-
5.2947	66750	2.8471	-
5.2986	66800	1.4866	-
5.3026	66850	2.4984	-
5.3066	66900	2.7806	-
5.3105	66950	2.3040	-
5.3145	67000	2.3406	-
5.3185	67050	2.9494	-
5.3224	67100	2.1277	-
5.3264	67150	3.5364	-
5.3304	67200	4.0115	-
5.3343	67250	1.4603	-
5.3383	67300	2.5689	-
5.3423	67350	1.8040	-
5.3462	67400	2.1879	-
5.3502	67450	0.8684	-
5.3542	67500	1.5110	-
5.3581	67550	2.8123	-
5.3621	67600	1.9099	-
5.3661	67650	2.3111	-
5.3700	67700	4.5040	-
5.3740	67750	2.5592	-
5.3780	67800	2.1210	-
5.3819	67850	3.9775	-
5.3859	67900	0.5342	-
5.3899	67950	3.1808	-
5.3938	68000	2.8430	-
5.3978	68050	1.0556	-
5.4018	68100	2.7363	-
5.4057	68150	0.8410	-
5.4097	68200	1.8911	-
5.4137	68250	2.8102	-
5.4176	68300	3.1744	-
5.4216	68350	2.2074	-
5.4256	68400	1.1063	-
5.4295	68450	2.6642	-
5.4335	68500	3.0548	-
5.4375	68550	2.3447	-
5.4414	68600	2.5706	-
5.4454	68650	2.5704	-
5.4494	68700	3.7125	-
5.4533	68750	1.6533	-
5.4573	68800	2.3116	-
5.4613	68850	2.6680	-
5.4652	68900	2.4450	-
5.4692	68950	4.2657	-
5.4731	69000	3.3951	-
5.4771	69050	4.0204	-
5.4811	69100	2.5659	-
5.4850	69150	2.5043	-
5.4890	69200	2.7363	-
5.4930	69250	1.7067	-
5.4969	69300	3.3199	-
5.5009	69350	3.6772	-
5.5049	69400	0.7706	-
5.5088	69450	2.8657	-
5.5128	69500	4.0668	-
5.5168	69550	0.7945	-
5.5207	69600	3.3093	-
5.5247	69650	3.6436	-
5.5287	69700	2.4720	-
5.5326	69750	2.9426	-
5.5366	69800	2.4000	-
5.5406	69850	2.4060	-
5.5445	69900	1.9456	-
5.5485	69950	3.8957	-
5.5525	70000	2.2568	-
5.5564	70050	2.6800	-
5.5604	70100	2.2889	-
5.5644	70150	2.2464	-
5.5683	70200	1.6069	-
5.5723	70250	2.1022	-
5.5763	70300	3.3373	-
5.5802	70350	2.9616	-
5.5842	70400	2.0178	-
5.5882	70450	2.6314	-
5.5921	70500	2.7737	-
5.5961	70550	2.4950	-
5.6001	70600	2.4034	-
5.6040	70650	2.2777	-
5.6080	70700	1.6550	-
5.6120	70750	2.3843	-
5.6159	70800	2.0059	-
5.6199	70850	2.6337	-
5.6239	70900	2.5186	-
5.6278	70950	2.1871	-
5.6318	71000	2.1008	-
5.6358	71050	3.8749	-
5.6397	71100	2.2564	-
5.6437	71150	2.7683	-
5.6477	71200	2.3680	-
5.6516	71250	2.2181	-
5.6556	71300	2.3930	-
5.6596	71350	1.5633	-
5.6635	71400	2.3641	-
5.6675	71450	5.4045	-
5.6715	71500	1.5821	-
5.6754	71550	2.9352	-
5.6794	71600	0.8946	-
5.6834	71650	3.9752	-
5.6873	71700	2.5189	-
5.6913	71750	2.2291	-
5.6952	71800	2.5926	-
5.6992	71850	2.3975	-
5.7032	71900	1.7448	-
5.7071	71950	2.7796	-
5.7111	72000	3.2792	-
5.7151	72050	2.4753	-
5.7190	72100	2.0701	-
5.7230	72150	2.6391	-
5.7270	72200	3.3805	-
5.7309	72250	1.5581	-
5.7349	72300	2.7217	-
5.7389	72350	3.6470	-
5.7428	72400	2.6059	-
5.7468	72450	2.5656	-
5.7508	72500	1.2710	-
5.7547	72550	1.9481	-
5.7587	72600	3.4243	-
5.7627	72650	1.6491	-
5.7666	72700	1.7970	-
5.7706	72750	3.0827	-
5.7746	72800	2.8720	-
5.7785	72850	2.5724	-
5.7825	72900	3.8174	-
5.7865	72950	1.9662	-
5.7904	73000	2.6036	-
5.7944	73050	4.2731	-
5.7984	73100	0.8307	-
5.8023	73150	3.1031	-
5.8063	73200	1.3917	-
5.8103	73250	2.3824	-
5.8142	73300	2.4185	-
5.8182	73350	3.7025	-
5.8222	73400	2.5431	-
5.8261	73450	3.0232	-
5.8301	73500	3.1829	-
5.8341	73550	1.2405	-
5.8380	73600	4.1233	-
5.8420	73650	1.9537	-
5.8460	73700	2.4558	-
5.8499	73750	1.4915	-
5.8539	73800	3.2604	-
5.8579	73850	3.2042	-
5.8618	73900	1.2097	-
5.8658	73950	2.5025	-
5.8698	74000	2.5157	-
5.8737	74050	2.8613	-
5.8777	74100	2.9551	-
5.8817	74150	4.2529	-
5.8856	74200	3.4351	-
5.8896	74250	3.0206	-
5.8936	74300	1.4614	-
5.8975	74350	2.1426	-
5.9015	74400	1.8706	-
5.9054	74450	4.4862	-
5.9094	74500	2.0435	-
5.9134	74550	2.0685	-
5.9173	74600	1.9585	-
5.9213	74650	4.0660	-
5.9253	74700	3.1044	-
5.9292	74750	2.2209	-
5.9332	74800	3.8940	-
5.9372	74850	0.8716	-
5.9411	74900	3.3466	-
5.9451	74950	2.3381	-
5.9491	75000	3.5024	-
5.9530	75050	3.1404	-
5.9570	75100	3.1693	-
5.9610	75150	1.8819	-
5.9649	75200	3.4180	-
5.9689	75250	4.3376	-
5.9729	75300	3.7332	-
5.9768	75350	4.2718	-
5.9808	75400	1.7943	-
5.9848	75450	2.6804	-
5.9887	75500	1.8139	-
5.9927	75550	2.6343	-
5.9967	75600	2.0074	-
6.0	75642	-	0.3415 (+0.0607)

The bold row denotes the saved checkpoint.

Training Time

Training: 33.3 minutes

Framework Versions

Python: 3.10.12
Sentence Transformers: 5.4.1
Transformers: 5.5.4
PyTorch: 2.11.0+cu130
Accelerate: 1.13.0
Datasets: 4.8.4
Tokenizers: 0.22.2

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",
}

	sentence1	sentence2	label
type	string	string	float
details	min: 13 tokens mean: 27.17 tokens max: 45 tokens	min: 6 tokens mean: 34.3 tokens max: 112 tokens	min: 0.0 mean: 0.02 max: 1.0