---
license: other
task_categories:
- text-generation
tags:
- agentic
- code
- rejection-sampling
---

# recursive-v4-flash-rejected-samples (filtered, 0.7 threshold)

A quality-filtered subset of `RedMod/recursive-v4-flash-rejected-samples`. These
are deepseek-v4-flash trajectories that FAILED their automated tests, but were
kept because an LLM grader judged the attempt substantively close to correct.

## Filter

Each trace was graded (facts-extraction rubric) into per-trace counts. A trace is
kept iff **all** hold:

- `artifacts_requested == artifacts_delivered` (the agent produced every requested deliverable), and
- `artifacts_delivered > 0`, and
- `artifacts_substantively_matching / artifacts_delivered >= 0.7`.

**46,731 / 86,470 traces (54.0%)** pass. Each row carries its `row_uuid`
(per-trace key). Grades were produced with `openai/gpt-5.6-luna`, which is a
LENIENT grader relative to a stricter baseline (e.g. claude-haiku-4.5) — treat
this subset as a high-recall triage set, not a verified-positive set.