Long context model evaluation

The operating task

Assess evidence retrieval and reasoning over extended documents and repositories. Task-specific quality, useful reasoning and deployment fit shape the model-development programme.

Softinator's contribution

Assess whether a model finds and uses relevant evidence across extended documents and repositories. The commissioned output includes long-context task suite and evidence review.

Acceptance in use

Separate retrieval failure from reasoning failure and inspect coverage across document position and complexity. The engagement defines the baseline, task scope and evidence used to assess the resulting contribution.