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: >-
      This card is treated as a Normal Monster while face-up on the field or in
      the GY. While this card is face-up on the field, you can Normal Summon it
      to have it become an Effect Monster with this effect. During your End
      Phase: You can target 1 Equip Spell Card in your GY; add that target to
      your hand. You can only use this effect of "Knight Day Grepher" once per
      turn.
    sentences:
      - >-
        You can Ritual Summon this card with "Primal Cry". Once per turn: You
        can reveal 1 monster in your hand, then target 1 face-up monster on the
        field; that target's Level becomes equal to the Level the revealed
        monster had, until the end of this turn. Once per turn, if another
        monster is Tributed from your hand or field (except during the Damage
        Step): You can target 1 monster in your GY; add it to your hand.
      - >-
        If you control an Insect monster: You can Special Summon this card from
        your hand. During your Main Phase: You can inflict 200 damage to your
        opponent for each "Battlewasp - Pin the Bullseye" you control. You can
        only use each effect of "Battlewasp - Pin the Bullseye" once per turn.
      - "Add 1 \"Great Sand Sea - Gold Golgonda\" from your Deck to your hand. If \"Great Sand Sea - Gold Golgonda\" is in your Field Zone, you can apply this effect instead.\r\n● Add 1 \"Springans\" monster from your Deck to your hand, and if you do, send 1 \"Springans\" monster from your Deck to the GY.\r\nYou can only activate 1 \"Springans Watch\" per turn."
  - 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:
      - While you control a monster(s), you take no Battle Damage.
      - >-
        1 Dragon-Type Tuner + 1 or more non-Tuner Winged Beast-Type monsters If
        this card attacks or is attacked, during the Damage Step you can remove
        from play 1 (only) Winged Beast-Type monster from your GY, to have this
        card gain the ATK of that monster until the End Phase.
      - >-
        Activate this card by discarding 1 card: Special Summon as many copies
        of "Harpie Lady" as possible from your GY. When this face-up card leaves
        the field, destroy those monsters.
  - source_sentence: >-
      Fusion Summon 1 Fusion Monster from your Extra Deck, using monsters from
      your hand or your side of the field as Fusion Materials.
    sentences:
      - >-
        1 "Elemental HERO" monster + 1 WIND monster

        Must be Fusion Summoned and cannot be Special Summoned by other ways.
        When this card is Fusion Summoned: Halve the ATK and DEF of all face-up
        monsters your opponent controls.
      - >-
        When a "roid" monster you control is destroyed by battle and sent to the
        GY, you can return that monster to its owner's hand.
      - >-
        Target 1 "Raidraptor" monster you control; Special Summon 1 monster with
        the same name as that monster on the field from your hand or Deck in
        Defense Position. You can only activate 1 "Raidraptor - Call" per turn.
        You cannot Special Summon monsters during the turn you activate this
        card, except "Raidraptor" monsters.
  - source_sentence: >-
      2 Cyberse monsters If this card is Link Summoned: You can add 1 "Cynet
      Fusion" from your Deck to your hand. If a monster(s) is Special Summoned
      to a zone(s) this card points to (except during the Damage Step): You can
      target 1 Level 4 or lower Cyberse monster in your GY; Special Summon it,
      but negate its effects, also you cannot Special Summon monsters from the
      Extra Deck for the rest of this turn, except Fusion Monsters. You can only
      use each effect of "Clock Spartoi" once per turn.
    sentences:
      - A zombie shark that can deliver its lethal curse with a spell.
      - >-
        Pay 500 Life Points. Destroy a face-up "Blaze Accelerator" card you
        control and destroy all monsters on the field. Then, Special Summon 1
        "Wild Fire Token" (Pyro-Type/FIRE/LEVEL 3/ATK 1000/DEF 1000) in Attack
        Position. Also, you cannot declare an attack this turn.
      - >-
        You can banish 1 "Virtual World" card from your GY, then target 1
        face-up monster on the field; negate its effects until the end of this
        turn (even if this card leaves the field). You can banish this card from
        your GY; add 1 "Virtual World" monster from your Deck to your hand, then
        send 1 card from your hand to the GY. You can only use each effect of
        "Virtual World Gate - Qinglong" once per turn.
  - source_sentence: >-
      When this card destroys an opponent's monster by battle and sends it to
      the GY: You can discard 1 WATER monster to the GY; Special Summon 1
      "Mermail" monster from your Deck in face-up Defense Position. You can only
      use the effect of "Mermail Abyssnose" once per turn.
    sentences:
      - >-
        If "Obsidim, the Ashened City" is in the Field Zone, you can Special
        Summon this card (from your hand). You can only Special Summon "King of
        the Ashened City" once per turn this way. During your Main Phase: You
        can Special Summon 1 "Ashened" monster from your hand, except "King of
        the Ashened City", or if your opponent controls a monster with 2800 or
        more ATK, you can Special Summon it from your Deck instead. You can only
        use this effect of "King of the Ashened City" once per turn.
      - >-
        You can Tribute this card; Special Summon 1 Level 7 or lower "Red-Eyes"
        monster from your Deck, except "Red-Eyes B. Chick". If this card is in
        your GY: You can target 1 Level 7 or lower "Red-Eyes" monster in your
        GY, except "Red-Eyes B. Chick"; shuffle it into the Deck, and if you do,
        add this card to your hand. You can only use 1 "The Black Stone of
        Legend" effect per turn, and only once that turn.
      - >-
        Activate only when your opponent declares a direct attack and you
        control no monsters. Special Summon 1 Level 4 or lower Beast-Type
        monster from your hand in face-up Attack Position.
datasets:
  - Tien09/pair_similarity_new_1
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_1 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_1
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_2")
# Run inference
sentences = [
    'When this card destroys an opponent\'s monster by battle and sends it to the GY: You can discard 1 WATER monster to the GY; Special Summon 1 "Mermail" monster from your Deck in face-up Defense Position. You can only use the effect of "Mermail Abyssnose" once per turn.',
    'If "Obsidim, the Ashened City" is in the Field Zone, you can Special Summon this card (from your hand). You can only Special Summon "King of the Ashened City" once per turn this way. During your Main Phase: You can Special Summon 1 "Ashened" monster from your hand, except "King of the Ashened City", or if your opponent controls a monster with 2800 or more ATK, you can Special Summon it from your Deck instead. You can only use this effect of "King of the Ashened City" once per turn.',
    'Activate only when your opponent declares a direct attack and you control no monsters. Special Summon 1 Level 4 or lower Beast-Type monster from your hand in face-up Attack Position.',
]
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_1

Dataset: pair_similarity_new_1 at a250d43
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: 0.43
max: 1.0

min: 4 tokens
mean: 71.17 tokens
max: 193 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: 0.43 max: 1.0	min: 4 tokens mean: 71.17 tokens max: 193 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`	`During either player's Main Phase: Special Summon this card as a Normal Monster (Reptile-Type/EARTH/Level 4/ATK 1600/DEF 1800). (This card is also still a Trap Card.)`
`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.`	`1.0`	`Activate this card by discarding 1 monster, then target 1 monster in your GY whose Level is lower than the discarded monster's original Level; Special Summon it and equip it with this card. The equipped monster has its effects negated. You can only activate 1 "Overdone Burial" per turn.`
`Mystical Elf" + "Curtain of the Dark Ones`	`0.0`	`A lost dog that wandered off 1000 years ago. He's still waiting for his master to come for him.`

Loss: CoSENTLoss with these parameters:

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

Evaluation Dataset

pair_similarity_new_1

Dataset: pair_similarity_new_1 at a250d43
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: 0.43
max: 1.0

min: 8 tokens
mean: 71.47 tokens
max: 199 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: 0.43 max: 1.0	min: 8 tokens mean: 71.47 tokens max: 199 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.`	`0.0`	`If this card is Special Summoned: You can add 1 "Performapal" monster from your Deck to your hand, except a Pendulum Monster. You can only use this effect of "Performapal Longphone Bull" 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.`	`0.25`	Cannot be destroyed by your opponent's card effects while "Multi-Universe" is on the field. You can only use each of the following effects of "Krishnerd Witch" once per turn. If a card(s) in the Field Zone leaves the field by card effect (except during the Damage Step): You can Special Summon this card from your hand. When a Field Spell that is already face-up on the field activates its effect (Quick Effect): You can shuffle 1 of your monsters that is banished or in your GY into the Deck, or if that monster mentions that Field Spell, you can Special Summon it instead.

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
num_train_epochs: 5
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: 5e-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: 5
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	4.5375	4.3247
0.3571	200	4.3729	4.2788
0.5357	300	4.2836	4.2434
0.7143	400	4.243	4.2069
0.8929	500	4.2876	4.1737
1.0714	600	4.2072	4.1358
1.25	700	4.2417	4.0977
1.4286	800	4.0938	4.0738
1.6071	900	4.016	4.0435
1.7857	1000	4.0259	4.0422
1.9643	1100	4.0137	4.0215
2.1429	1200	4.0241	4.0208
2.3214	1300	3.9952	3.9968
2.5	1400	3.9033	3.9860
2.6786	1500	3.8599	3.9398
2.8571	1600	3.8683	3.9286
3.0357	1700	3.8999	3.9003
3.2143	1800	3.899	3.9110
3.3929	1900	3.8398	3.8958
3.5714	2000	3.7397	3.8939
3.75	2100	3.8227	3.8797
3.9286	2200	3.7507	3.9167
4.1071	2300	3.7835	3.8933
4.2857	2400	3.8219	3.9044
4.4643	2500	3.7115	3.9060
4.6429	2600	3.7014	3.8887
4.8214	2700	3.7751	3.8855
5.0	2800	3.7999	3.8872

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},
}