Cover Image

AI scientists produce results without reasoning scientifically

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ríos-García, Martiño, Alampara, Nawaf, Gupta, Chandan, Mandal, Indrajeet, Mannan, Sajid, Aghajani, Ali Asghar, Krishnan, N. M. Anoop, Jablonka, Kevin Maik
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence Materials Science Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Semantic Content Determines Algorithmic Performance
by: Ríos-García, Martiño, et al.
Published: (2026)

Probing the limitations of multimodal language models for chemistry and materials research
by: Alampara, Nawaf, et al.
Published: (2024)

Less can be more for predicting properties with large language models
by: Alampara, Nawaf, et al.
Published: (2024)

Lessons from the trenches on evaluating machine-learning systems in materials science
by: Alampara, Nawaf, et al.
Published: (2025)

General-Purpose Models for the Chemical Sciences: LLMs and Beyond
by: Alampara, Nawaf, et al.
Published: (2025)

Natural Language Embeddings of Synthesis and Testing conditions Enhance Glass Dissolution Prediction
by: Mannan, Sajid, et al.
Published: (2026)

Reducing cross-sample prediction churn in scientific machine learning
by: Prastalo, Gordan, et al.
Published: (2026)

Agentic AI Scientists Are Not Built For Autonomous Scientific Discovery
by: Bisht, Harshit, et al.
Published: (2026)

Clever Materials: When Models Identify Good Materials for the Wrong Reasons
by: Jablonka, Kevin Maik
Published: (2026)

Navigating energy landscapes for materials discovery: Integrating modeling, simulation, and machine learning
by: Sajid Mannan, et al.
Published: (2024)

Beyond Learning on Molecules by Weakly Supervising on Molecules
by: Prastalo, Gordan, et al.
Published: (2026)

Curated Glass Transition Temperature Dataset
by: Kunchapu, Sreekanth, et al.
Published: (2025)

Curated Glass Transition Temperature Dataset
by: Kunchapu, Sreekanth, et al.
Published: (2025)

ChemPile: A 250GB Diverse and Curated Dataset for Chemical Foundation Models
by: Mirza, Adrian, et al.
Published: (2025)

Graphene Mitigates Nanoscale Tribochemical Wear of Silica Glass in Water
by: Sourav Sahoo, et al.
Published: (2024)

Energy & Force Regression on DFT Trajectories is Not Enough for Universal Machine Learning Interatomic Potentials
by: Miret, Santiago, et al.
Published: (2025)

Sustainable Materials Discovery in the Era of Artificial Intelligence
by: Mannan, Sajid, et al.
Published: (2026)

Leveraging Text Guidance for Enhancing Demographic Fairness in Gender Classification
by: Krishnan, Anoop
Published: (2025)

MatSKRAFT: A framework for large-scale materials knowledge extraction from scientific tables
by: Hira, Kausik, et al.
Published: (2025)

From Text to Insight: Large Language Models for Materials Science Data Extraction
by: Schilling-Wilhelmi, Mara, et al.
Published: (2024)

Autonomous Microscopy Experiments through Large Language Model Agents
by: Mandal, Indrajeet, et al.
Published: (2024)

Feminist scientists: transformative ways of inhabiting scientific systems
by: Uzuri Albizu Mallea
Published: (2022)

Evaluating Universal Machine Learning Force Fields Against Experimental Measurements
by: Mannan, Sajid, et al.
Published: (2025)

Influence of relative humidity and temperature on cultivation of Pleurotus species
by: Hamed Aghajani
Published: (2018)

How to write a scientific paper - and win the game scientists play!
by: A. Moreira
Published: (2011)

Kierkegaard's Romantic Legacy
by: Gupta, Anoop
Published: (2017)

Hamlet’s Exclusive Solitariness: Born Existentially
by: Indrajeet Mishra
Published: (2017)

Mapping Indianness: Niranjan Mohanty’s Poetry
by: Indrajeet Mishra
Published: (2020)

Circular dichroism as a probe for topology in three-dimensional semimetals
by: Sekh, Sajid, et al.
Published: (2021)

MDGYM: Benchmarking AI Agents on Molecular Simulations
by: Kumar, Vinay, et al.
Published: (2026)

Towards an AI co-scientist
by: Gottweis, Juraj, et al.
Published: (2025)

Do explanations generalize across large reasoning models?
by: Pal, Koyena, et al.
Published: (2026)

EIR para la conservación de biodiversidad y carbono
by: Mannan, S
Published: (1989)

Bidirectional Human-AI Learning in Real-Time Disoriented Balancing
by: Mannan, Sheikh, et al.
Published: (2024)

In the opinion of scientists: are there rules in research? Pilot study on the most widespread rules of scientific research
by: Paula de la Lama-Zubirán
Published: (2021)

Joint Exclusivity
by: Mohammed, Nawaf
Published: (2026)

Joint Exclusivity
by: Mohammed, Nawaf
Published: (2026)

VaR at Its Extremes: Impossibilities and Conditions for One-Sided Random Variables
by: Mohammed, Nawaf
Published: (2025)

Tail Structure and the Ordering of the Standard Deviation and Gini Mean Difference
by: Mohammed, Nawaf
Published: (2026)

Hamlet’s Exclusive Solitariness: Born Existentially
by: Dr. Indrajeet Mishra
Published: (2017)