---
title: "Adam Roberts — papers of 2023 — 2 papers, the most cited first"
description: "Adam Roberts — papers of 2023: 2 papers on Elamur Research, the most cited first — what each work is about in our own words."
canonical: "https://research.elamur.ai/free/en/authors/adam-roberts/year/2023/"
---
[Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/adam-roberts/year/2023/)

[home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / [Adam Roberts](https://md.research.elamur.ai/free/en/authors/adam-roberts/) / 2023

# Adam Roberts — papers of 2023 — 2 papers, the most cited first

2 papers · [all years of Adam Roberts](https://md.research.elamur.ai/free/en/authors/adam-roberts/#years)

- [The Flan Collection: Designing Data and Methods for Effective Instruction Tuning arXiv:2301.13688](https://md.research.elamur.ai/free/en/papers/longpre-2023-flan-collection-designing-data-methods/) — Shayne Longpre, Le Hou, Tu Vu, et al. · 2023 · 607 citations
- [A Pretrainer's Guide to Training Data: Measuring the Effects of Data Age, Domain Coverage, Quality, & Toxicity arXiv:2305.13169](https://md.research.elamur.ai/free/en/papers/longpre-2023-pretrainer-s-guide-training-data/) — Shayne Longpre, Gregory Yauney, Emily Reif, et al. · 2023 · 104 citations