A collection of pre-training datasets samples of sizes 10M, 100M and 1B tokens. Ideal for use in quick experimentation and ablations.
Asankhaya Sharma PRO
codelion
AI & ML interests
Creator of OptiLLM, OpenEvolve, Adaptive Classifier, and Ellora. Pioneering a new category in AI infrastructure: inference-time compute for LLMs.
Recent Activity
reacted
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their
post
with ❤️
1 day ago
Perplexity released a dataset (BrowseSafe) and benchmark to catch and prevent malicious prompt-injection instructions in real-time.
We trained a prompt injection classifier on BrowseSafe using adaptive-classifier with ModernBERT-base embeddings.
74.9% F1 on detecting prompt injection in web content.
Model -> https://huggingface.co/adaptive-classifier/browsesafe
Dataset -> https://huggingface.co/datasets/perplexity-ai/browsesafe-bench
Repo -> https://github.com/codelion/adaptive-classifier
reacted
to
their
post
with 👀
1 day ago
Perplexity released a dataset (BrowseSafe) and benchmark to catch and prevent malicious prompt-injection instructions in real-time.
We trained a prompt injection classifier on BrowseSafe using adaptive-classifier with ModernBERT-base embeddings.
74.9% F1 on detecting prompt injection in web content.
Model -> https://huggingface.co/adaptive-classifier/browsesafe
Dataset -> https://huggingface.co/datasets/perplexity-ai/browsesafe-bench
Repo -> https://github.com/codelion/adaptive-classifier
reacted
to
their
post
with 🚀
1 day ago
Perplexity released a dataset (BrowseSafe) and benchmark to catch and prevent malicious prompt-injection instructions in real-time.
We trained a prompt injection classifier on BrowseSafe using adaptive-classifier with ModernBERT-base embeddings.
74.9% F1 on detecting prompt injection in web content.
Model -> https://huggingface.co/adaptive-classifier/browsesafe
Dataset -> https://huggingface.co/datasets/perplexity-ai/browsesafe-bench
Repo -> https://github.com/codelion/adaptive-classifier
Organizations
Pivotal Token Search (PTS) identifies tokens in a language model's generation that significantly impact the probability of success
All models, datasets and tools related to https://securade.ai
A collection of pre-training datasets samples of sizes 10M, 100M and 1B tokens. Ideal for use in quick experimentation and ablations.
Ellora: Enhancing LLMs with LoRA - Standardized Recipes for Capability Enhancement
Pivotal Token Search (PTS) identifies tokens in a language model's generation that significantly impact the probability of success
Internal Coherence Maximization (ICM): A Label-Free, Unsupervised Training Framework for LLMs
All models, datasets and tools related to https://securade.ai