metadata

language:
  - en
license: apache-2.0
tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:8959
  - loss:CoSENTLoss
base_model: prajjwal1/bert-tiny
widget:
  - source_sentence: >-
      You can target 1 face-up card you control; destroy it, and if you do,
      Special Summon 1 "Zoodiac" monster from your Deck. You can only use this
      effect of "Zoodiac Barrage" once per turn. If this card is destroyed by a
      card effect and sent to the GY: You can target 1 "Zoodiac" Xyz Monster you
      control; attach this card from your GY to that Xyz Monster as Xyz
      Material.
    sentences:
      - >-
        Activate only while all monsters on the field are face-up. Both players
        send monsters they control to the GY so that they each control only 1
        Attribute.
      - >-
        Equip only to a "Mikanko" monster. The equipped monster cannot be
        destroyed by card effects. If a monster(s) is Special Summoned to your
        opponent's field (except during the Damage Step): You can target 1
        monster you control and 1 monster your opponent controls; return them to
        the hand. You can only use this effect of "Mikanko Purification Dance"
        once per turn.
      - >-
        Destroy as many Normal Monsters on the field as possible, and if you do,
        Special Summon Level 4 or lower Dinosaur-Type monsters from your Deck,
        up to the number destroyed, but destroy them during the End Phase. You
        can banish this card from your GY, then target 1 Dinosaur-Type monster
        you control and 1 card your opponent controls; destroy them.
  - source_sentence: "Target 1 monster on the field or in either GY, then activate 1 of these appropriate effects;\r\n● Attach the targeted monster to 1 Rank 2 monster you control as material.\r\n● Place the targeted monster your opponent controls in your zone your Link-2 monster points to, and take control of it.\r\n● Special Summon the targeted monster from either GY to your zone your Link-2 monster points to.\r\nYou can only activate 1 \"Spright Double Cross\" per turn."
    sentences:
      - "(This card is always treated as an \"Infernoble Knight\" card.)\r\nYou can discard this card, then target 1 Warrior monster you control; equip it with 1 Equip Spell from your Deck that can equip to it. When this card, not equipped with an Equip Card, is destroyed by battle with an opponent's monster and sent to the GY: You can Special Summon this card, and if you do, equip that monster your opponent controls to this card. You can only use each effect of \"Courageous Crimson Chevalier Bradamante\" once per turn."
      - >-
        Discard 1 card from your hand during your Main Phase 1. This monster can
        attack twice during the Battle Phase of this turn.
      - |-
        Elemental HERO Bubbleman" + "Elemental HERO Clayman"
        Must be Fusion Summoned and cannot be Special Summoned by other ways
  - source_sentence: >-
      When this card is Normal Summoned, place 1 Spell counter on it (max. 1).
      You can remove 1 Spell counter from this card to have 1 face-up monster
      you control gain 500 ATK, until the End Phase.
    sentences:
      - >-
        At the end of the Battle Phase: You can discard this card, then target 1
        monster in your GY that was destroyed by battle and sent there this
        turn; Special Summon it. When an opponent's monster declares an attack:
        You can banish this card from your GY, then target any number of
        "Kuriboh" monsters in your GY; Special Summon them.
      - >-
        Target 1 face-up Spell your opponent controls; until the end of this
        turn, negate the activated effects on the field of that card and of
        Spells with the same original name, also if the targeted card would be
        sent to your opponent's GY, return it to their hand instead. You can
        only activate 1 "Blizzard" per turn.
      - >-
        Each time a monster is Normal Summoned or Set, place 1 Dragonic Counter
        on this card. You can send this face-up card to the GY to Special Summon
        1 Dragon-Type monster from your Deck whose Level is less than or equal
        to the number of Dragonic Counters on this card.
  - source_sentence: >-
      When this card is sent to the GY: Special Summon 2 "Fluff Tokens"
      (Plant-Type/WIND/Level 1/ATK 0/DEF 0) in Defense Position. These Tokens
      cannot be Tributed for a Tribute Summon during the turn they are Special
      Summoned.
    sentences:
      - >-
        You can send this card from your hand to the GY; Special Summon 1 WATER
        monster from your hand. If a face-up WATER monster(s) you control is
        destroyed by battle or card effect, while this card is in your GY: You
        can banish this card; Special Summon 1 "Icejade" monster from your hand
        or GY, except "Icejade Tremora". You can only use each effect of
        "Icejade Tremora" once per turn.
      - >-
        If you have no monsters in your GY, you can Special Summon this card
        (from your hand). You can send 1 Equip Spell Card equipped to this card
        to the GY, then target up to 3 monsters in your opponent's GY; banish
        those targets, and this card gains 500 ATK for each monster banished by
        this effect, until the End Phase.
      - >-
        1 Level 1 monster When an opponent's monster declares an attack: You can
        Tribute this card; change that opponent's monster's ATK to 0, until the
        end of this turn. If this card is in your GY (Quick Effect): You can
        Tribute 1 Level 1 monster; Special Summon this card. You can only use
        this effect of "Linkuriboh" once per turn.
  - source_sentence: >-
      This card cannot be Normal Summoned or Set. This card cannot be Special
      Summoned except by the effect of "The First Sarcophagus". When this card
      is Special Summoned, you can Special Summon up to 4 Level 2 or lower
      Zombie-Type Normal Monsters from your GY.
    sentences:
      - >-
        Target 1 Level 4 or lower "Magistus" monster in your GY; Special Summon
        it. If a "Magistus" card(s) in your Spell & Trap Zone would be destroyed
        by your opponent's card effect, you can banish this card from your GY
        instead. You can only use each effect of "Magistus Vritra" once per
        turn.
      - "Banish 1 \"Springans\", \"Therion\" or \"Spright\" card from your hand or GY, then activate 1 of these effects;\r\n● Special Summon 1 \"Springans\" monster from your Deck.\r\n● Special Summon 1 \"Therion\" monster from your GY.\r\n● Banish 1 Level/Rank/Link 2 monster you control and 1 card your opponent controls.\r\nYou can only activate 1 \"Spright Smashers\" per turn."
      - >-
        When this card is Normal Summoned, you can remove from play 1
        Psychic-Type monster from your Deck. This card's Level becomes the Level
        of that monster.
datasets:
  - Tien09/pair_similarity_new_1231
pipeline_tag: sentence-similarity
library_name: sentence-transformers

MPNet base trained on AllNLI triplets

This is a sentence-transformers model finetuned from prajjwal1/bert-tiny on the pair_similarity_new_1231 dataset. It maps sentences & paragraphs to a 128-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
Base model: prajjwal1/bert-tiny
Maximum Sequence Length: 512 tokens
Output Dimensionality: 128 dimensions
Similarity Function: Cosine Similarity
Training Dataset:
- pair_similarity_new_1231
Language: en
License: apache-2.0

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': 512, 'do_lower_case': False}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 128, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)

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.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("Tien09/tiny_bert_ft_sim_score_1231_1")
# Run inference
sentences = [
    'This card cannot be Normal Summoned or Set. This card cannot be Special Summoned except by the effect of "The First Sarcophagus". When this card is Special Summoned, you can Special Summon up to 4 Level 2 or lower Zombie-Type Normal Monsters from your GY.',
    'Target 1 Level 4 or lower "Magistus" monster in your GY; Special Summon it. If a "Magistus" card(s) in your Spell & Trap Zone would be destroyed by your opponent\'s card effect, you can banish this card from your GY instead. You can only use each effect of "Magistus Vritra" once per turn.',
    "When this card is Normal Summoned, you can remove from play 1 Psychic-Type monster from your Deck. This card's Level becomes the Level of that monster.",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 128]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

Training Details

Training Dataset

pair_similarity_new_1231

Dataset: pair_similarity_new_1231 at 757b53a
Size: 8,959 training samples
Columns: effect_text, score, and effect_text2
Approximate statistics based on the first 1000 samples:
effect_text score effect_text2
type string float string
details
min: 9 tokens
mean: 73.57 tokens
max: 204 tokens

min: 0.0
mean: 0.42
max: 1.0

min: 8 tokens
mean: 73.28 tokens
max: 181 tokens

	effect_text	score	effect_text2
type	string	float	string
details	min: 9 tokens mean: 73.57 tokens max: 204 tokens	min: 0.0 mean: 0.42 max: 1.0	min: 8 tokens mean: 73.28 tokens max: 181 tokens

Samples:

effect_text	score	effect_text2
`When your opponent's monster attacks a face-up Level 4 or lower Toon Monster on your side of the field, you can make the attack a direct attack to your Life Points.`	`0.0`	`Cannot be used as material for a Fusion, Synchro, or Xyz Summon. Cannot be Tributed while face-up in the Monster Zone. If this card is sent to the GY as material for a Link Summon: Special Summon this card in Defense Position, to the opponent's field of the player that Link Summoned. You can only use this effect of "Click & Echo" twice per turn. While this card, that was Summoned by its effect, is in the Monster Zone, you must keep your hand revealed.`
`When your opponent Special Summons a monster, you can discard 1 card to Special Summon this card from your hand. Your opponent cannot remove cards from play.`	`0.0`	`Once per turn you can place 2 Venom Counters on 1 monster your opponent controls. If you activate this effect, this card cannot attack during this turn.`
`Mystical Elf" + "Curtain of the Dark Ones`	`0.0`	`If you Normal or Special Summon a "U.A." monster(s) (except during the Damage Step): You can Special Summon this card from your hand. If this card is Special Summoned: You can activate 1 of these effects.`
● Target 1 card on the field; destroy it.
● Negate the effects of all face-up monsters on the field until the end of this turn, except "U.A." monsters.
You can only use each effect of "U.A. Player Manager" once per turn.

Loss: CoSENTLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "pairwise_cos_sim"
}

Evaluation Dataset

pair_similarity_new_1231

Dataset: pair_similarity_new_1231 at 757b53a
Size: 1,920 evaluation samples
Columns: effect_text, score, and effect_text2
Approximate statistics based on the first 1000 samples:
effect_text score effect_text2
type string float string
details
min: 6 tokens
mean: 72.29 tokens
max: 190 tokens

min: 0.0
mean: 0.42
max: 1.0

min: 5 tokens
mean: 70.39 tokens
max: 219 tokens

	effect_text	score	effect_text2
type	string	float	string
details	min: 6 tokens mean: 72.29 tokens max: 190 tokens	min: 0.0 mean: 0.42 max: 1.0	min: 5 tokens mean: 70.39 tokens max: 219 tokens

Samples:

effect_text	score	effect_text2
`2+ Level 4 monsters This Xyz Summoned card gains 500 ATK x the total Link Rating of Link Monsters linked to this card. You can detach 2 materials from this card, then target 1 4 Cyberse Link Monster in your GY; Special Summon it to your field so it points to this card, also you cannot Special Summon other monsters or attack directly for the rest of this turn.`	`1.0`	3 Level 4 monsters Once per turn, you can also Xyz Summon "Zoodiac Tigermortar" by using 1 "Zoodiac" monster you control with a different name as Xyz Material. (If you used an Xyz Monster, any Xyz Materials attached to it also become Xyz Materials on this card.) This card gains ATK and DEF equal to the ATK and DEF of all "Zoodiac" monsters attached to it as Materials. Once per turn: You can detach 1 Xyz Material from this card, then target 1 Xyz Monster you control and 1 "Zoodiac" monster in your GY; attach that "Zoodiac" monster to that Xyz Monster as Xyz Material.
`1 Tuner + 1 or more non-Tuner Pendulum Monsters Once per turn: You can target 1 Pendulum Monster on the field or 1 card in the Pendulum Zone; destroy it, and if you do, shuffle 1 card on the field into the Deck. Once per turn: You can Special Summon 1 "Dracoslayer" monster from your Deck in Defense Position, but it cannot be used as a Synchro Material for a Summon.`	`0.5`	You can Ritual Summon this card with a "Recipe" card. If this card is Special Summoned: You can target 1 Spell/Trap on the field; destroy it. When a card or effect is activated that targets this card on the field, or when this card is targeted for an attack (Quick Effect): You can Tribute this card and 1 Attack Position monster on either field, and if you do, Special Summon 1 Level 3 or 4 "Nouvelles" Ritual Monster from your hand or Deck. You can only use each effect of "Confiras de Nouvelles" once per turn.
`If you control an Illusion or Spellcaster monster: Add 1 "White Forest" monster from your Deck to your hand. If this card is sent to the GY to activate a monster effect: You can Set this card. You can only use each effect of "Tales of the White Forest" once per turn.`	`0.0`	`Once per turn, when your opponent activates a Trap Card, you can destroy the Trap Card and inflict 800 damage to your opponent.`

Loss: CoSENTLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "pairwise_cos_sim"
}

Training Hyperparameters

Non-Default Hyperparameters

eval_strategy: steps
per_device_train_batch_size: 16
per_device_eval_batch_size: 16
learning_rate: 2e-05
num_train_epochs: 15
warmup_ratio: 0.1
fp16: True
batch_sampler: no_duplicates

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: steps
prediction_loss_only: True
per_device_train_batch_size: 16
per_device_eval_batch_size: 16
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: 2e-05
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1.0
num_train_epochs: 15
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: {}
warmup_ratio: 0.1
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
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
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
dispatch_batches: None
split_batches: 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
eval_use_gather_object: False
average_tokens_across_devices: False
prompts: None
batch_sampler: no_duplicates
multi_dataset_batch_sampler: proportional

Training Logs

Epoch	Step	Training Loss	Validation Loss
0.1786	100	4.6161	4.4244
0.3571	200	4.5391	4.3765
0.5357	300	4.3857	4.3268
0.7143	400	4.4125	4.2893
0.8929	500	4.2914	4.2755
1.0714	600	4.3029	4.2674
1.25	700	4.3832	4.2538
1.4286	800	4.2629	4.2410
1.6071	900	4.2343	4.2204
1.7857	1000	4.3121	4.2025
1.9643	1100	4.1853	4.1866
2.1429	1200	4.257	4.1712
2.3214	1300	4.269	4.1560
2.5	1400	4.1065	4.1373
2.6786	1500	4.1499	4.1204
2.8571	1600	4.1191	4.1044
3.0357	1700	4.0988	4.0989
3.2143	1800	4.1788	4.0736
3.3929	1900	4.0597	4.0633
3.5714	2000	4.0105	4.0565
3.75	2100	4.1035	4.0299
3.9286	2200	3.963	4.0527
4.1071	2300	4.0127	4.0191
4.2857	2400	4.0932	3.9967
4.4643	2500	3.9348	3.9900
4.6429	2600	3.9643	3.9798
4.8214	2700	3.9502	3.9671
5.0	2800	3.8734	3.9682
5.1786	2900	3.9211	3.9837
5.3571	3000	3.9833	3.9463
5.5357	3100	3.805	3.9531
5.7143	3200	3.9045	3.9353
5.8929	3300	3.7978	3.9654
6.0714	3400	3.8802	3.9545
6.25	3500	3.9052	3.9242
6.4286	3600	3.8237	3.9042
6.6071	3700	3.7338	3.9315
6.7857	3800	3.855	3.9185
6.9643	3900	3.7611	3.9310
7.1429	4000	3.8459	3.9072
7.3214	4100	3.8968	3.8727
7.5	4200	3.6306	3.9094
7.6786	4300	3.7761	3.8921
7.8571	4400	3.728	3.8924
8.0357	4500	3.7182	3.8869
8.2143	4600	3.7695	3.9223
8.3929	4700	3.7255	3.8472
8.5714	4800	3.6354	3.8880
8.75	4900	3.7751	3.8574
8.9286	5000	3.646	3.8901
9.1071	5100	3.7268	3.8599
9.2857	5200	3.7616	3.8432
9.4643	5300	3.6173	3.8403
9.6429	5400	3.6365	3.8573
9.8214	5500	3.6667	3.8416
10.0	5600	3.6456	3.8467
10.1786	5700	3.6096	3.8817
10.3571	5800	3.7093	3.8397
10.5357	5900	3.4805	3.8649
10.7143	6000	3.6849	3.8437
10.8929	6100	3.57	3.8676
11.0714	6200	3.6915	3.8439
11.25	6300	3.6812	3.8451
11.4286	6400	3.5948	3.8374
11.6071	6500	3.5601	3.8342
11.7857	6600	3.6627	3.8348
11.9643	6700	3.5013	3.8493
12.1429	6800	3.6723	3.8404
12.3214	6900	3.6744	3.8312
12.5	7000	3.521	3.8233
12.6786	7100	3.5399	3.8336
12.8571	7200	3.5862	3.8304
13.0357	7300	3.5598	3.8357
13.2143	7400	3.6152	3.8446
13.3929	7500	3.6303	3.8178
13.5714	7600	3.4542	3.8314
13.75	7700	3.6197	3.8265
13.9286	7800	3.4931	3.8349
14.1071	7900	3.6109	3.8310
14.2857	8000	3.6087	3.8320
14.4643	8100	3.5136	3.8299
14.6429	8200	3.5176	3.8318
14.8214	8300	3.607	3.8286
15.0	8400	3.5206	3.8300

Framework Versions

Python: 3.10.12
Sentence Transformers: 3.3.1
Transformers: 4.47.1
PyTorch: 2.5.1+cu121
Accelerate: 1.2.1
Datasets: 3.2.0
Tokenizers: 0.21.0

Citation

BibTeX

Sentence Transformers

@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",
}

CoSENTLoss

@online{kexuefm-8847,
    title={CoSENT: A more efficient sentence vector scheme than Sentence-BERT},
    author={Su Jianlin},
    year={2022},
    month={Jan},
    url={https://kexue.fm/archives/8847},
}