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Negative results

3 open-access journal articles on negative results, published in 2026 in Life of Research. Every record is free to read and download, with a permanent link and a ready-made citation.

3 records

Journal article

Measured Against an Incomplete Answer Key: What Unknown Recall Certifies in Open-World Object Detection, Why Its Two Cost-Side Instruments Disagree, and the Separation That Was Published and Not Adopted

Open-world object detection asks a detector to put boxes on objects whose classes it was never trained on, and the field's headline number for that ability is unknown recall. This paper reconstructs where that metric came from and what it can certify. The founding paper of the task did not report…

Cite Related research LOR-00019 · 20 views · 6 downloads
PDF543.7 KB

Journal article

The Reassessment That Did Not Travel: What the 2020 Arcade Result About Exploration Bonuses Establishes, the Six Conditions That Made It Informative, and Which of Them the Language-Model Revival Drops

Between 2025 and 2026 at least six frameworks added an intrinsic novelty or uncertainty term to reinforcement learning with verifiable rewards for language models, each naming a classical antecedent - prediction error, pseudo-counts, epistemic uncertainty - and each reporting gains. The classical…

Cite Related research LOR-00067 · 7 views · 8 downloads
PDF475.5 KB

Journal article

The Reassessment That Did Not Travel: What the 2020 Arcade Result About Exploration Bonuses Establishes, the Six Conditions That Made It Informative, and Which of Them the Language-Model Revival Drops

Between 2025 and 2026 at least six frameworks added an intrinsic novelty or uncertainty term to reinforcement learning with verifiable rewards for language models, each naming a classical antecedent - prediction error, pseudo-counts, epistemic uncertainty - and each reporting gains. The classical…

Cite Related research LOR-00025 · 5 views · 31 downloads
PDF473.4 KB

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