diff --git a/run_missing_evaluations.sh b/run_missing_evaluations.sh
index 8e03a43..83960d3 100644
--- a/run_missing_evaluations.sh
+++ b/run_missing_evaluations.sh
@@ -91,6 +91,23 @@ raise SystemExit(0 if isinstance(extra, list) and len(extra) > 0 else 1)
 PY
 }
 
+run_is_all_future() {
+  "${PYTHON_BIN}" - "$1" <<'PY'
+import json
+import sys
+from pathlib import Path
+
+cfg_path = Path(sys.argv[1]) / "train_config.json"
+try:
+    cfg = json.loads(cfg_path.read_text(encoding="utf-8"))
+except Exception:
+    raise SystemExit(1)
+
+mode = str(cfg.get("model_target_mode", "next_token")).lower()
+raise SystemExit(0 if mode == "all_future" else 1)
+PY
+}
+
 for run_path in runs/*; do
   [[ -d "${run_path}" ]] || continue
 
@@ -124,6 +141,11 @@ for run_path in runs/*; do
     "df_auc_landmark_unpooled.csv" \
     "${PYTHON_BIN}" evaluate_auc_v2.py "${common[@]}" "${auc_extra[@]}"
 
+  if ! run_is_all_future "${run_path}"; then
+    echo "    skip attribution evaluations: model_target_mode is not all_future"
+    continue
+  fi
+
   if [[ "${RUN_EXTRA_INFO_ATTRIBUTION}" == "1" ]]; then
     if run_has_extra_info "${run_path}"; then
       run_dir_result_if_missing \