[ACL'24] Superfiltering: Weak-to-Strong Data Filtering for Fast Instruction-Tuning
☆190Jun 25, 2025Updated last year
Alternatives and similar repositories for Superfiltering
Users that are interested in Superfiltering are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [NAACL'24] Self-data filtering of LLM instruction-tuning data using a novel perplexity-based difficulty score, without using any other mo…☆420Jun 25, 2025Updated last year
- [ACL'25] Mosaic-IT: Cost-Free Compositional Data Synthesis for Instruction Tuning☆20Sep 27, 2025Updated 11 months ago
- Deita: Data-Efficient Instruction Tuning for Alignment [ICLR2024]☆603Dec 9, 2024Updated last year
- ☆153Apr 16, 2024Updated 2 years ago
- Clustering and Ranking: Diversity-preserved Instruction Selection through Expert-aligned Quality Estimation☆91Nov 13, 2024Updated last year
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- [ACL'24] Selective Reflection-Tuning: Student-Selected Data Recycling for LLM Instruction-Tuning☆367Sep 6, 2024Updated 2 years ago
- [ICML 2024] LESS: Selecting Influential Data for Targeted Instruction Tuning☆532Oct 20, 2024Updated last year
- Official implementation of the paper "From Complex to Simple: Enhancing Multi-Constraint Complex Instruction Following Ability of Large L…☆55Jun 24, 2024Updated 2 years ago
- ☆89Dec 29, 2023Updated 2 years ago
- [ICML 2024] Selecting High-Quality Data for Training Language Models☆203Dec 8, 2025Updated 9 months ago
- ☆338Jul 25, 2024Updated 2 years ago
- This is the official implementation of TAGCOS: Task-agnostic Gradient Clustered Coreset Selection for Instruction Tuning Data☆13Jul 21, 2024Updated 2 years ago
- [ICLR 2025] Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing. Your efficient and high-quality synthetic data …☆885Mar 17, 2025Updated last year
- How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients☆21Jun 17, 2025Updated last year
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Paper list and datasets for the paper: A Survey on Data Selection for LLM Instruction Tuning☆47Jan 22, 2026Updated 8 months ago
- ☆65Apr 9, 2024Updated 2 years ago
- [NAACL'25] RuleR: Improving LLM Controllability by Rule-based Data Recycling☆14Sep 27, 2025Updated 11 months ago
- [ACL 2024] The official codebase for the paper "Self-Distillation Bridges Distribution Gap in Language Model Fine-tuning".☆167Nov 2, 2024Updated last year
- InsTag: A Tool for Data Analysis in LLM Supervised Fine-tuning☆289Aug 20, 2023Updated 3 years ago
- A Survey on Data Selection for Language Models☆261Apr 29, 2025Updated last year
- ☆18Feb 20, 2024Updated 2 years ago
- ☆25Dec 13, 2024Updated last year
- LongAttn :Selecting Long-context Training Data via Token-level Attention☆15Jul 16, 2025Updated last year
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Collection of training data management explorations for large language models☆343Aug 2, 2024Updated 2 years ago
- We systematically studied the influencing factors when LLM generates benchmarks,By using our code, you can generate high-quality QA datas…☆20May 20, 2025Updated last year
- Exploration of automated dataset selection approaches at large scales.☆56Mar 4, 2025Updated last year
- ☆62Aug 22, 2024Updated 2 years ago
- ☆24Oct 14, 2024Updated last year
- Conifer: Improving Complex Constrained Instruction-Following Ability of Large Language Models☆91Apr 4, 2024Updated 2 years ago
- Official Code Repository for [AutoScale📈: Scale-Aware Data Mixing for Pre-Training LLMs] Published as a conference paper at **COLM 2025*…☆14Aug 8, 2025Updated last year
- Official repository for ACL 2025 paper "Model Extrapolation Expedites Alignment"☆75May 20, 2025Updated last year
- Benchmarking Complex Instruction-Following with Multiple Constraints Composition (NeurIPS 2024 Datasets and Benchmarks Track)☆103Feb 20, 2025Updated last year
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- Fantastic Data Engineering for Large Language Models☆92Dec 29, 2024Updated last year
- ☆17Feb 21, 2025Updated last year
- Repo for Rho-1: Token-level Data Selection & Selective Pretraining of LLMs.☆472Apr 18, 2024Updated 2 years ago
- Code for our EMNLP-2023 paper: "Active Instruction Tuning: Improving Cross-Task Generalization by Training on Prompt Sensitive Tasks"☆26Nov 16, 2023Updated 2 years ago
- ☆33Feb 9, 2025Updated last year
- [ACL 2025] GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal Synthesis☆38Aug 10, 2025Updated last year
- [ACL 2025 main] SCAR: Data Selection via Style Consistency-Aware Response Ranking for Efficient Instruction-Tuning of Large Language Mode…☆39Aug 6, 2025Updated last year