[ACL'24] Superfiltering: Weak-to-Strong Data Filtering for Fast Instruction-Tuning
☆189Jun 25, 2025Updated 8 months ago
Alternatives and similar repositories for Superfiltering
Users that are interested in Superfiltering are comparing it to the libraries listed below
Sorting:
- [NAACL'24] Self-data filtering of LLM instruction-tuning data using a novel perplexity-based difficulty score, without using any other mo…☆416Jun 25, 2025Updated 8 months ago
- Deita: Data-Efficient Instruction Tuning for Alignment [ICLR2024]☆589Dec 9, 2024Updated last year
- [ACL'25] Mosaic-IT: Cost-Free Compositional Data Synthesis for Instruction Tuning☆20Sep 27, 2025Updated 5 months ago
- ☆148Apr 16, 2024Updated last year
- Clustering and Ranking: Diversity-preserved Instruction Selection through Expert-aligned Quality Estimation☆90Nov 13, 2024Updated last year
- [ACL'24] Selective Reflection-Tuning: Student-Selected Data Recycling for LLM Instruction-Tuning☆367Sep 6, 2024Updated last year
- [ICML 2024] LESS: Selecting Influential Data for Targeted Instruction Tuning☆512Oct 20, 2024Updated last year
- Official implementation of the paper "From Complex to Simple: Enhancing Multi-Constraint Complex Instruction Following Ability of Large L…☆53Jun 24, 2024Updated last year
- ☆87Dec 29, 2023Updated 2 years ago
- [ICML 2024] Selecting High-Quality Data for Training Language Models☆200Dec 8, 2025Updated 2 months ago
- ☆325Jul 25, 2024Updated last year
- Paper list and datasets for the paper: A Survey on Data Selection for LLM Instruction Tuning☆47Jan 22, 2026Updated last month
- [ICLR 2025] Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing. Your efficient and high-quality synthetic data …☆833Mar 17, 2025Updated 11 months ago
- ☆24Oct 14, 2024Updated last year
- [ACL 2024] The official codebase for the paper "Self-Distillation Bridges Distribution Gap in Language Model Fine-tuning".☆159Nov 2, 2024Updated last year
- InsTag: A Tool for Data Analysis in LLM Supervised Fine-tuning☆285Aug 20, 2023Updated 2 years ago
- This is the official implementation of TAGCOS: Task-agnostic Gradient Clustered Coreset Selection for Instruction Tuning Data☆13Jul 21, 2024Updated last year
- A Survey on Data Selection for Language Models☆254Apr 29, 2025Updated 10 months ago
- ☆64Apr 9, 2024Updated last year
- ☆60Aug 22, 2024Updated last year
- Official repository for ACL 2025 paper "Model Extrapolation Expedites Alignment"☆75May 20, 2025Updated 9 months ago
- Benchmarking Complex Instruction-Following with Multiple Constraints Composition (NeurIPS 2024 Datasets and Benchmarks Track)☆102Feb 20, 2025Updated last year
- ☆18Feb 20, 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*…☆13Aug 8, 2025Updated 6 months ago
- [NAACL 2024 Outstanding Paper] Source code for the NAACL 2024 paper entitled "R-Tuning: Instructing Large Language Models to Say 'I Don't…☆130Jul 10, 2024Updated last year
- Collection of training data management explorations for large language models☆336Aug 2, 2024Updated last year
- ☆30Nov 5, 2024Updated last year
- Conifer: Improving Complex Constrained Instruction-Following Ability of Large Language Models☆89Apr 4, 2024Updated last year
- Repo for Rho-1: Token-level Data Selection & Selective Pretraining of LLMs.☆459Apr 18, 2024Updated last year
- Fantastic Data Engineering for Large Language Models☆93Dec 29, 2024Updated last year
- ☆25Dec 13, 2024Updated last year
- ☆31Feb 9, 2025Updated last year
- Exploration of automated dataset selection approaches at large scales.☆52Mar 4, 2025Updated last year
- LongAttn ：Selecting Long-context Training Data via Token-level Attention☆15Jul 16, 2025Updated 7 months ago
- [ACL 2024] LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement☆193Mar 25, 2024Updated last year
- [NeurIPS-2024] 📈 Scaling Laws with Vocabulary: Larger Models Deserve Larger Vocabularies https://arxiv.org/abs/2407.13623☆89Sep 26, 2024Updated last year
- Code for Paper (Preserving Diversity in Supervised Fine-tuning of Large Language Models)☆52May 12, 2025Updated 9 months ago
- Llama-3-SynE: A Significantly Enhanced Version of Llama-3 with Advanced Scientific Reasoning and Chinese Language Capabilities | 继续预训练提升 …☆37May 31, 2025Updated 9 months ago
- [EMNLP 2024] LongAlign: A Recipe for Long Context Alignment of LLMs☆260Dec 16, 2024Updated last year