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Provenance Brief
Primary Source

Scaling Open-Ended Reasoning to Predict the Future

In brief:

High-stakes decision making involves reasoning under uncertainty about the future.

Why this matters

New research could change how AI systems work.

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Major industry investment.

In this work, we train language models to make predictions on open-ended forecasting questions.

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About this source
Source
arXiv cs.CL
Type
Research Preprint
Published
Credibility
Peer-submitted research paper on arXiv

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Scaling Open-Ended Reasoning to Predict the Future

TL;DR

High-stakes decision making involves reasoning under uncertainty about the future.

Quick Data

Source
https://arxiv.org/abs/2512.25070v1
Type
Research Preprint
Credibility
Peer-submitted research paper on arXiv
Published

Builder Context

Scan abstract → experiments → limitations. Also: verify benchmark methodology; check LICENSE and dependencies.

Full Analysis

Major industry investment.

In this work, we train language models to make predictions on open-ended forecasting questions.

Open receipts to verify and go deeper.

Source Verification

Source arXiv cs.CL
Type Research Preprint
Tier Primary Source
Assessment Peer-submitted research paper on arXiv
URL https://arxiv.org/abs/2512.25070v1
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