---
title: 'Software Daily Summary: What Happened on October 29, 2026'
headline: EVLF-FM pairs medical-image diagnosis with explanations
description: SureChEMBL’s redesigned patent-annotation database is described in a
  paper published in Nucleic Acids Research.
url: https://thebench.bio/news/software/2026-10-29
topic: software
date: '2026-10-29'
covers:
- '2026-10-29'
date_published: '2026-10-29T12:05:04Z'
date_modified: '2026-10-29T12:05:04Z'
tags:
- Software
sources: 2
publisher: TheBench.Bio
---

# Software Daily Summary: What Happened on October 29, 2026

**EVLF-FM pairs medical-image diagnosis with explanations**

SureChEMBL’s redesigned patent-annotation database is described in a paper published in Nucleic Acids Research.

## Today in brief

Researchers evaluated EVLF-FM, a medical-imaging model that diagnoses conditions, answers visual questions and locates image regions while explaining its predictions. [1] Development and testing involved more than 1.3 million samples. External validation used 13,443 samples from 17 additional datasets. [1] The model’s highest reported average accuracy on internal diagnostic benchmarks was 0.895, and human assessment gave its explanations a mean score of 4.25 out of 5. [1] SureChEMBL announced publication of a paper describing a redesign of its open database of chemical and biomedical annotations drawn from patent literature. [2]

## The day in numbers

- **0.895**: EVLF-FM’s highest reported average accuracy on internal diagnostic benchmarks. [1]
- **4.25 out of 5**: Mean human-assessment score for EVLF-FM’s explanations. [1]

## Also published

- [How Digital Twins Impact Recruiting During Research](<https://www.pharmexec.com/view/digital-twins-impact-recruiting-during-research>), Pharmaceutical Executive
- [Rebuilding Clinical Data Workflows for the AI Era](<https://www.pharmexec.com/view/rebuilding-clinical-data-workflows-ai-era>), Pharmaceutical Executive
- [The Mental Process Exception to Patentability is Absurd, but Here&#8217;s a Quick Fix](<https://patentdocs.org/2026/10/28/the-mental-process-exception-to-patentability-is-absurd-but-heres-a-quick-fix/>), Patent Docs
- [Atom14 and Atom37: how protein design models write down atoms](<https://www.blopig.com/blog/2026/10/atom14-and-atom37-how-protein-design-models-write-down-atoms/>), BLOPIG

## Sources

1. [A clinical multimodal vision language foundation model with fine-grain explainability](<https://www.nature.com/articles/s41591-026-04655-5>), Nature Medicine, 2026-10-29
2. [SureChEMBL in 2026: Our Latest Publication in Nucleic Acids Research](<https://chembl.blogspot.com/feeds/6962237524362048337/comments/default>), ChEMBL-og, 2026-10-29

---

TheBench.Bio wrote this from the reporting cited above, with a language model drafting and editing.

[1]: <https://www.nature.com/articles/s41591-026-04655-5>
[2]: <https://chembl.blogspot.com/feeds/6962237524362048337/comments/default>