From 60e5c8d2ca992e197b640c58a5ba276bb6299bf4 Mon Sep 17 00:00:00 2001
From: Anonymous Authors <anonymous@invalid.example>
Date: Sat, 25 Jul 2026 13:42:41 -0500
Subject: Remove non-paper judge keyword checks

---
 src/gap_pipeline/kernel_models.py  | 18 ------------------
 src/gap_pipeline/models.py         | 18 +-----------------
 src/gap_pipeline/paper_pipeline.py |  3 ---
 src/gap_pipeline/pipeline.py       |  2 +-
 4 files changed, 2 insertions(+), 39 deletions(-)

(limited to 'src/gap_pipeline')

diff --git a/src/gap_pipeline/kernel_models.py b/src/gap_pipeline/kernel_models.py
index f835473..0840af5 100644
--- a/src/gap_pipeline/kernel_models.py
+++ b/src/gap_pipeline/kernel_models.py
@@ -309,24 +309,6 @@ class JudgeVerdict(StrictModel):
             raise ValueError("reject verdict must identify a blocking issue")
         return self
 
-    def validate_coverage(
-        self,
-        dag: ProofDAG,
-    ) -> "JudgeVerdict":
-        missing_nodes = [
-            node_id
-            for node_id in dag.node_ids()
-            if re.search(
-                rf"(?<![A-Za-z0-9_]){re.escape(node_id)}(?![A-Za-z0-9_])",
-                self.step_by_step_check,
-            )
-            is None
-        ]
-        if missing_nodes:
-            raise ValueError(f"judge coverage incomplete: nodes={missing_nodes}")
-        return self
-
-
 class VerificationIteration(StrictModel):
     iteration: int
     bundle_sha256: str
diff --git a/src/gap_pipeline/models.py b/src/gap_pipeline/models.py
index 9b0f214..51bc49e 100644
--- a/src/gap_pipeline/models.py
+++ b/src/gap_pipeline/models.py
@@ -3,7 +3,6 @@
 from __future__ import annotations
 
 import json
-import re
 from datetime import datetime, timezone
 from typing import Any, Literal
 
@@ -103,7 +102,7 @@ class ProofPlanDAG(StrictModel):
         return cls(nodes=nodes, terminal_node_id=nodes[-1].node_id)
 
     def method_labels_payload(self) -> list[str]:
-        """Keep the judge input a sequence while making node coverage auditable."""
+        """Keep the judge input as an ordered, labeled sequence."""
 
         return [f"{node.node_id}: {node.method_label}" for node in self.nodes]
 
@@ -217,21 +216,6 @@ class JudgeVerdict(StrictModel):
             raise ValueError("reject verdict must identify a blocking issue")
         return self
 
-    def validate_coverage(self, dag: ProofPlanDAG) -> "JudgeVerdict":
-        missing = [
-            node.node_id
-            for node in dag.nodes
-            if re.search(
-                rf"(?<![A-Za-z0-9_]){re.escape(node.node_id)}(?![A-Za-z0-9_])",
-                self.step_by_step_check,
-            )
-            is None
-        ]
-        if missing:
-            raise ValueError(f"judge check does not cover DAG nodes: {missing}")
-        return self
-
-
 class IterationRecord(StrictModel):
     iteration: int
     candidate_sha256: str
diff --git a/src/gap_pipeline/paper_pipeline.py b/src/gap_pipeline/paper_pipeline.py
index ffe9f15..6998a17 100644
--- a/src/gap_pipeline/paper_pipeline.py
+++ b/src/gap_pipeline/paper_pipeline.py
@@ -343,7 +343,6 @@ class PaperKernelPipeline:
         judge: JsonLLM,
         *,
         item: CanonicalItem,
-        dag: ProofDAG,
         methods: MethodPlan,
         bundle: CandidateBundle,
         iteration: int,
@@ -361,7 +360,6 @@ class PaperKernelPipeline:
                 bundle.variant,
             ),
             response_model=JudgeVerdict,
-            validate=lambda value: value.validate_coverage(dag),
         )
         return verdict
 
@@ -398,7 +396,6 @@ class PaperKernelPipeline:
                         self._judge_once(
                             judge,
                             item=item,
-                            dag=dag,
                             methods=methods,
                             bundle=bundle,
                             iteration=iteration,
diff --git a/src/gap_pipeline/pipeline.py b/src/gap_pipeline/pipeline.py
index 9d03525..7876151 100644
--- a/src/gap_pipeline/pipeline.py
+++ b/src/gap_pipeline/pipeline.py
@@ -171,7 +171,7 @@ class KernelPipeline:
             system_prompt=JUDGE_SYSTEM_PROMPT,
             user_prompt=judge_user(item, plan, dag, candidate),
         )
-        return JudgeVerdict.model_validate(payload).validate_coverage(dag)
+        return JudgeVerdict.model_validate(payload)
 
     async def _repair(
         self,
-- 
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