datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
Maths-Grade-SchoolMaths-Grade-School
I am releasing large Grade School level Mathematics datatset.
This extensive dataset, comprising nearly one million instructions in JSON format, encapsulates a diverse array of topics fundamental to building a strong mathematical foundation.
This dataset is in instruction format so that model developers, researchers etc. can easily use this dataset.
Following Fields & sub Fields are covered:
Calculus
Probability
Algebra
Liner Algebra
Trigonometry
Differential Equations… See the full description on the dataset page: https://huggingface.co/datasets/pt-sk/Maths-Grade-School.Vision-COTQwen3-0.6B-pts
Qwen/Qwen3-0.6B — Pivotal Token Search
Pivotal reasoning events for Qwen/Qwen3-0.6B, at three representational scales in one
file, produced with PTS.
latent meta-token / workspace event (Latent PTS) ← J-lens readout
↓
emitted pivotal token (Token PTS) ← Phi-4 PTS
↓
sentence-level thought anchor (Sentence PTS) ← Thought Anchors
↓
success / failure probability shift
All three are CausalReasoningEvent records — one schema… See the full description on the dataset page: https://huggingface.co/datasets/codelion/Qwen3-0.6B-pts.Qwen3-0.6B-pts-steering-vectors
PTS Steering Vectors Dataset
A dataset of activation-based steering vectors created using the Pivotal Token Search (PTS) technique.
Details
Source: Generated using the PTS tool
Model: Qwen/Qwen3-0.6B
Dataset Structure
This dataset contains:
steering_vectors.jsonl: The main file with token-level steering vectors
Usage
These steering vectors can be used for activation-based steering during inference to guide language models toward particular… See the full description on the dataset page: https://huggingface.co/datasets/codelion/Qwen3-0.6B-pts-steering-vectors.Qwen3-0.6B-pts-thought-anchors
PTS Thought Anchors Dataset
A dataset of thought anchors - critical reasoning steps - identified using the Thought Anchors technique from the PTS tool.
Details
Source: Generated using the PTS tool
Model: Qwen/Qwen3-0.6B
Tags: pts, thought-anchors, reasoning, llm-analysis
Dataset Structure
This dataset contains thought anchors identified from reasoning traces. Each anchor represents a sentence that significantly impacts the success probability of the reasoning… See the full description on the dataset page: https://huggingface.co/datasets/codelion/Qwen3-0.6B-pts-thought-anchors.DeepSeek-R1-Distill-Qwen-1.5B-pts-thought-anchors
PTS Thought Anchors Dataset
A dataset of thought anchors - critical reasoning steps - identified using the Thought Anchors technique from the PTS tool.
Details
Source: Generated using the PTS tool
Model: deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B
Tags: pts, thought-anchors, reasoning, llm-analysis
Dataset Structure
This dataset contains thought anchors identified from reasoning traces. Each anchor represents a sentence that significantly impacts the success… See the full description on the dataset page: https://huggingface.co/datasets/codelion/DeepSeek-R1-Distill-Qwen-1.5B-pts-thought-anchors.Qwen3-0.6B-pts-dpo-pairs
PTS DPO Dataset
A Direct Preference Optimization (DPO) dataset created using the Pivotal Token Search (PTS) technique.
Details
Source: Generated using the PTS tool
Model: Qwen/Qwen3-0.6B
Format
Each example in the dataset consists of:
prompt: The context leading up to the pivotal token
chosen: The preferred token that increases success probability
rejected: The alternative token that decreases success probability
metadata: Additional information about the… See the full description on the dataset page: https://huggingface.co/datasets/codelion/Qwen3-0.6B-pts-dpo-pairs.exaissue-llama3