hierarchical
NTILC Hierarchical Circle v0.1.0
circle128doss-qwen3.5-27b-26tools-312queries-v0.1.0
OSS synthetic snapshot with 26 tools, 312 queries, generated via Qwen/Qwen3.5-27B. Local artifacts are packaged and ready for OpenToolEmbeddings publication. Published to the OpenToolEmbeddings Hugging Face organization.
Encoder
sentence-transformers/all-MiniLM-L6-v2
Checksum
24b334c2cc674474f91af91b697db58657d51d79ea386a1f1a3207b4b2a01944
Metrics
epochs: 25best_epoch: 12tool_count: 26query_count: 312best_val_tool_retrieval_accuracy: 0.8269best_val_parent_retrieval_accuracy: 0.9038best_val_tool_classification_accuracy: 0.6154best_val_parent_classification_accuracy: 0.9038tool_silhouette_score: 0.0092parent_silhouette_score: 0.2756
hierarchical
NTILC Hierarchical Contrastive v0.1.0
contrastive128doss-qwen3.5-27b-26tools-312queries-v0.1.0
OSS synthetic snapshot with 26 tools, 312 queries, generated via Qwen/Qwen3.5-27B. Local artifacts are packaged and ready for OpenToolEmbeddings publication. Published to the OpenToolEmbeddings Hugging Face organization.
Encoder
sentence-transformers/all-MiniLM-L6-v2
Checksum
6b1be4ecd2535992ad1ba99505597df360ac5dbe4dcf6dda237a370951092363
Metrics
epochs: 25best_epoch: 12tool_count: 26query_count: 312best_val_tool_retrieval_accuracy: 0.8077best_val_parent_retrieval_accuracy: 0.8654best_val_tool_classification_accuracy: 0.5962best_val_parent_classification_accuracy: 0.9038tool_silhouette_score: 0.0096parent_silhouette_score: 0.2732
hierarchical
NTILC Hierarchical Prototype-CE v0.1.0
prototype_ce128doss-qwen3.5-27b-26tools-312queries-v0.1.0
OSS synthetic snapshot with 26 tools, 312 queries, generated via Qwen/Qwen3.5-27B. Local artifacts are packaged and ready for OpenToolEmbeddings publication. Published to the OpenToolEmbeddings Hugging Face organization.
Encoder
sentence-transformers/all-MiniLM-L6-v2
Checksum
7eae6130003a091bef3c81d1d084b35d137974d0f4f5bc2fd61bd43684cc446f
Metrics
epochs: 25best_epoch: 19tool_count: 26query_count: 312best_val_tool_retrieval_accuracy: 0.7885best_val_parent_retrieval_accuracy: 0.9038best_val_tool_classification_accuracy: 0.7692best_val_parent_classification_accuracy: 0.9038tool_silhouette_score: 0.0825parent_silhouette_score: 0.069
normal
NTILC Normal Circle v0.1.0
circle128doss-qwen3.5-27b-26tools-312queries-v0.1.0
OSS synthetic snapshot with 26 tools, 312 queries, generated via Qwen/Qwen3.5-27B. Local artifacts are packaged and ready for OpenToolEmbeddings publication. Published to the OpenToolEmbeddings Hugging Face organization.
Encoder
sentence-transformers/all-MiniLM-L6-v2
Checksum
a1cdae6bf2266e1bacd0adb63ca51fe63c8678f50c75b0eae56e221d632de705
Metrics
epochs: 25best_epoch: 23tool_count: 26query_count: 312best_val_retrieval_accuracy: 0.8077best_val_classification_accuracy: 0.7885silhouette_score: 0.1559
normal
NTILC Normal Contrastive v0.1.0
contrastive128doss-qwen3.5-27b-26tools-312queries-v0.1.0
OSS synthetic snapshot with 26 tools, 312 queries, generated via Qwen/Qwen3.5-27B. Local artifacts are packaged and ready for OpenToolEmbeddings publication. Published to the OpenToolEmbeddings Hugging Face organization.
Encoder
sentence-transformers/all-MiniLM-L6-v2
Checksum
00523d995468866ebdc51f23e7f5ed2f12fce8e09437272393c049aee6b98ef8
Metrics
epochs: 25best_epoch: 25tool_count: 26query_count: 312best_val_retrieval_accuracy: 0.7692best_val_classification_accuracy: 0.8077silhouette_score: 0.1581
normal
NTILC Normal Prototype-CE v0.1.0
prototype_ce128doss-qwen3.5-27b-26tools-312queries-v0.1.0
OSS synthetic snapshot with 26 tools, 312 queries, generated via Qwen/Qwen3.5-27B. Local artifacts are packaged and ready for OpenToolEmbeddings publication. Published to the OpenToolEmbeddings Hugging Face organization.
Encoder
sentence-transformers/all-MiniLM-L6-v2
Checksum
3077554cde03c765a9262f04f54630304fad06fee1e9bb21d76ceb2bdd75ae06
Metrics
epochs: 25best_epoch: 18tool_count: 26query_count: 312best_val_retrieval_accuracy: 0.8269best_val_classification_accuracy: 0.75silhouette_score: 0.111