Paper list and datasets for the paper: A Survey on Data Selection for LLM Instruction Tuning
☆47Jan 22, 2026Updated 7 months ago
Alternatives and similar repositories for awesome-instruction-selector
Users that are interested in awesome-instruction-selector are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [ACL'24] Superfiltering: Weak-to-Strong Data Filtering for Fast Instruction-Tuning☆189Jun 25, 2025Updated last year
- ☆153Apr 16, 2024Updated 2 years ago
- MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer (EMNLP 2025)☆12Apr 18, 2025Updated last year
- A better Alpaca Model Trained with Less Data (only 9k instructions of the original set)☆24Jul 26, 2024Updated 2 years ago
- Deita: Data-Efficient Instruction Tuning for Alignment [ICLR2024]☆602Dec 9, 2024Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- [NAACL'24] Self-data filtering of LLM instruction-tuning data using a novel perplexity-based difficulty score, without using any other mo…☆418Jun 25, 2025Updated last year
- Fantastic Data Engineering for Large Language Models☆92Dec 29, 2024Updated last year
- Teaching Models to Express Their Uncertainty in Words☆39May 26, 2022Updated 4 years ago
- ☆16Sep 4, 2025Updated last year
- [EMNLP 2025] CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward☆70Aug 10, 2025Updated last year
- ☆23Sep 9, 2023Updated 2 years ago
- Less is More: High-value Data Selection for Visual Instruction Tuning☆20Jan 18, 2025Updated last year
- [ACL2024 Findings]DMoERM: Recipes of Mixture-of-Experts for Effective Reward Modeling☆17Jun 6, 2024Updated 2 years ago
- ☆89Dec 29, 2023Updated 2 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Kernel Herding for probability density estimation☆14Feb 23, 2016Updated 10 years ago
- Code for "A Data-Centric Approach To Generate Faithful and High Quality Patient Summaries with Large Language Models"☆17Jul 20, 2025Updated last year
- A Survey on Data Selection for Language Models☆261Apr 29, 2025Updated last year
- Feeling confused about super alignment? Here is a reading list☆42Jan 9, 2024Updated 2 years ago
- Collection of training data management explorations for large language models☆343Aug 2, 2024Updated 2 years ago
- The code of “Improving Weak-to-Strong Generalization with Scalable Oversight and Ensemble Learning”☆17Feb 26, 2024Updated 2 years ago
- The source code of [WWW 2025] MoDiCF☆17Mar 26, 2026Updated 5 months ago
- Source code for "Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation" (IJCAI 2020)☆17Jul 25, 2024Updated 2 years ago
- [ICML 2024] Code for the paper "MoE-RBench: Towards Building Reliable Language Models with Sparse Mixture-of-Experts"☆11Jul 1, 2024Updated 2 years ago
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- Source code for "SimCKP: Simple Contrastive Learning of Keyphrase Representations", Findings of EMNLP 2023☆12Jun 20, 2025Updated last year
- ☆14Apr 21, 2023Updated 3 years ago
- This is the source code for: Context-aware Entity Typing in Knowledge Graphs.☆16May 10, 2022Updated 4 years ago
- PyTorch implementation of paper "Sparse Parameterization for Epitomic Dataset Distillation" in NeurIPS 2023.☆20Jun 28, 2024Updated 2 years ago
- [ICML 2024] LESS: Selecting Influential Data for Targeted Instruction Tuning☆532Oct 20, 2024Updated last year
- The Code and Script of "David's Slingshot: A Strategic Coordination Framework of Small LLMs Matches Large LLMs in Data Synthesis"☆34Jun 13, 2025Updated last year
- "Towards Improving Document Understanding: An Exploration on Text-Grounding via MLLMs" 2023☆16Nov 28, 2024Updated last year
- ☆18May 5, 2021Updated 5 years ago
- [ICLR 2025] Is Your Model Really A Good Math Reasoner? Evaluating Mathematical Reasoning with Checklist☆34Oct 23, 2024Updated last year
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- ☆25Dec 13, 2024Updated last year
- [ACL 2026] This is the repo of Data Darwinism.☆27Apr 16, 2026Updated 4 months ago
- Repo of "Seeing the Whole Elephant: A Benchmark for Failure Attribution in LLM-based Multi-Agent Systems" (ACL 2026)☆23Apr 27, 2026Updated 4 months ago
- Answering Ambiguous Questions via Iterative Prompting☆13May 25, 2024Updated 2 years ago
- Privacy-Preserving Prompt Tuning for Large Language Model☆29Mar 19, 2024Updated 2 years ago
- ☆36Jun 15, 2023Updated 3 years ago
- Collections of object goal navigation papers in recent top-tier conferences.☆14Sep 24, 2022Updated 3 years ago