diff --git a/marker_experiments/downstream/cluster/gated_mingram_seed.sbatch b/marker_experiments/downstream/cluster/gated_mingram_seed.sbatch
new file mode 100644
index 00000000..69bbe4fd
--- /dev/null
+++ b/marker_experiments/downstream/cluster/gated_mingram_seed.sbatch
@@ -0,0 +1,109 @@
+#!/usr/bin/env bash
+# One seed of the MinGram downstream sweep for bnd_w, bnd_wpd_caps and bnd_wpd_extcaps,
+# with the tokenizer-side gates run inside the job.
+#
+#     SEED=0 REPO=$PWD sbatch --dependency=afterok:<tokenizer job> .../gated_mingram_seed.sbatch
+#
+# The gates normally run at submit time in submit_mingram.sh, which needs the tokenizers to
+# exist. Two of these three are still training, so the checks move in here and run after the
+# dependency clears. They are not skipped: a wrong CORE_SAFE_ARMS makes base_eval raise
+# after bits-per-byte is computed but before the result block prints, losing an hour per run
+# and leaving a log with no artifact_dir that every later submission retries forever. MinGram
+# can also prune a token past its target, which is how fineweb_ru_5gb_plain_mingram landed at
+# 34,684, so the vocabulary is checked per arm rather than assumed.
+#
+#SBATCH --job-name=mgds_gated
+#SBATCH --partition=normal
+#SBATCH --nodes=1
+#SBATCH --ntasks-per-node=1
+#SBATCH --time=12:00:00
+
+set -euo pipefail
+
+: "${REPO:?set REPO to the checkout this job should run}"
+cd "${REPO}"
+source marker_experiments/downstream/cluster/env.sh
+# Pin imports to THIS checkout. The venv installs script_bpe and pynanochat as editable
+# pointers into /users/cmeister747/script_tok, and sys.path[0] is the script's directory,
+# not the repo root, so without this a run resolves library code from another branch.
+export PYTHONPATH="${REPO}:${REPO}/eval/py-nanochat:${PYTHONPATH:-}"
+
+: "${SEED:?set SEED}"
+ARMS_LIST="bnd_w bnd_wpd_caps bnd_wpd_extcaps"
+TRAINER=mingram
+CORPUS=fineweb_en_5gb
+VOCAB=34685
+DEPTH=12
+NUM_SHARDS=8
+NANOCHAT_BASE_DIR=/capstor/scratch/cscs/cmeister747/marker_downstream/nanochat_base
+OUT_DIR=results/mingram_downstream
+
+echo "[gate] ${SLURM_JOB_ID:-nojob} seed=${SEED} node=$(hostname) commit=$(git rev-parse HEAD)"
+
+# 1. every tokenizer exists and is exactly the matched size. The adapter reports vocab+1
+#    for the synthetic BOS it adds.
+for arm in ${ARMS_LIST}; do
+  tok="marker_experiments/downstream/tokenizers/${CORPUS}_${arm}_${TRAINER}_v${VOCAB}.json.gz"
+  [[ -f "$tok" ]] || { echo "[gate] missing tokenizer: $tok" >&2; exit 1; }
+  n=$(uv run python -c "
+from marker_experiments.downstream.boundary_tokenizer import BoundaryMinGramModel
+from pynanochat.tokenizer_adapter import ScriptBPETokenizerAdapter
+print(ScriptBPETokenizerAdapter(BoundaryMinGramModel.load('$tok')).get_vocab_size())
+")
+  if [[ "$n" != "$((VOCAB + 1))" ]]; then
+    echo "[gate] refusing: ${arm} vocabulary is ${n}, expected $((VOCAB + 1))" >&2
+    exit 1
+  fi
+  echo "[gate] ${arm}: vocabulary ${n}, matched, sha256=$(sha256sum "$tok" | cut -d' ' -f1)"
+done
+
+# 2. measure the CORE prefix property and build CORE_SAFE_ARMS from the measurement.
+CHECK=$(NANOCHAT_BASE="${NANOCHAT_BASE_DIR}" uv run python \
+        marker_experiments/downstream/core_prefix_check.py \
+        --tokenizer-dir marker_experiments/downstream/tokenizers \
+        --pattern "_${TRAINER}_v${VOCAB}" --trainer "${TRAINER}" || true)
+SAFE=""
+for arm in ${ARMS_LIST}; do
+  line=$(grep -F "${CORPUS}_${arm}_${TRAINER}_v${VOCAB}.json.gz" <<< "${CHECK}" || true)
+  [[ -n "$line" ]] || { echo "[gate] no CORE result for ${arm}" >&2; echo "${CHECK}" >&2; exit 1; }
+  echo "[gate] ${line}"
+  [[ "$line" == *"core,bpb"* ]] && SAFE+="${arm} "
+done
+echo "[gate] CORE_SAFE_ARMS='${SAFE}'"
+
+# 3. the three runs, one per GPU, with the cores split between them.
+CORES=$(nproc)
+PER_RUN=$(( (CORES - 8) / 3 ))
+(( PER_RUN >= 1 )) || { echo "[gate] ${PER_RUN} encode workers per run" >&2; exit 1; }
+echo "[gate] 3 runs at ${PER_RUN} encode workers each"
+
+pids=() names=()
+gpu=0
+for arm in ${ARMS_LIST}; do
+  (
+    export CUDA_VISIBLE_DEVICES="${gpu}"
+    export ARMS="${arm}" SEEDS="${SEED}"
+    export TRAINER DEPTH CORPUS VOCAB NUM_SHARDS
+    export OUT="${OUT_DIR}" NANOCHAT_BASE="${NANOCHAT_BASE_DIR}"
+    export CORE_SAFE_ARMS="${SAFE}"
+    export GPUS=1
+    export ENCODE_WORKERS="${PER_RUN}" TRAIN_WORKERS="${PER_RUN}"
+    # Pinned, not inherited from the submitting shell: a stray SMOKE=1 would train 20
+    # iterations and still print a result block that collect_results.py parses into a row.
+    export SMOKE=0 TAG_SUFFIX=
+    # Those paper artifacts are tracked and carry the BPE numbers; this sweep is one trainer.
+    export SKIP_PAPER_ARTIFACTS=1
+    marker_experiments/downstream/run_arms.sh
+  ) > "${OUT_DIR}/slurm/gated_${arm}_s${SEED}_${SLURM_JOB_ID:-nojob}.out" 2>&1 &
+  pids+=($!) names+=("${arm}/s${SEED}")
+  gpu=$(( gpu + 1 ))
+done
+
+fail=0
+for i in "${!pids[@]}"; do
+  if wait "${pids[$i]}"; then echo "[gate] ${names[$i]} ok"; else echo "[gate] ${names[$i]} FAILED"; fail=1; fi
+done
+uv run python marker_experiments/downstream/collect_results.py \
+    --logs-dir "${OUT_DIR}/logs" --out "${OUT_DIR}/results.tsv" || fail=1
+echo "[gate] done, fail=${fail}"
+exit "${fail}"
diff --git a/marker_experiments/downstream/run_arms.sh b/marker_experiments/downstream/run_arms.sh
index d8039e3f..d8e1736a 100755
--- a/marker_experiments/downstream/run_arms.sh
+++ b/marker_experiments/downstream/run_arms.sh
@@ -71,7 +71,7 @@ echo "== step 2/3: tokenizer-side checks (must be clean before burning GPU hours
 # because each job is handed a per-arm manifest and so only ever sees one arm. This is the
 # one step in a job that loads every matched tokenizer at once.
 uv run python marker_experiments/downstream/smoke_test.py \
-    --tokenizer-dir "$TOK_DIR" --pattern "_${TRAINER}_v${VOCAB}" \
+    --tokenizer-dir "$TOK_DIR" --pattern "_${TRAINER}_v${VOCAB}" --corpus "${CORPUS}_" \
     --require-matched-vocab
 
 echo "== step 3/3: downstream runs"
diff --git a/marker_experiments/downstream/smoke_test.py b/marker_experiments/downstream/smoke_test.py
index 30a5287a..345dd315 100755
--- a/marker_experiments/downstream/smoke_test.py
+++ b/marker_experiments/downstream/smoke_test.py
@@ -97,18 +97,26 @@ def fresh_process_load(path, dotted):
 
 @app.default
 def main(tokenizer_dir: str = DEFAULT_DIR, pattern: str = "en_",
-         require_matched_vocab: bool = False) -> None:
+         corpus: str = "", require_matched_vocab: bool = False) -> None:
     """Check the tokenizer-side downstream path for every matching tokenizer.
 
     Args:
         tokenizer_dir: Directory of .json.gz tokenizers to check.
         pattern: Only check files containing this substring.
+        corpus: Only check files for this corpus, matched as a filename prefix. Needed
+            because `pattern` is one substring and a filename is
+            {corpus}_{arm}_{trainer}_v{vocab}, so no single substring selects one
+            corpus and one trainer at once. --require-matched-vocab asserts that the
+            arms being compared share a total vocabulary, and that comparison is within
+            one corpus and trainer; without this filter the assertion also demands that
+            unrelated corpora agree, and one cell short of its target anywhere in the
+            directory aborts every run.
     """
     ScriptBPETokenizerAdapter, write_token_bytes = _import_adapter()
     paths = sorted(
         os.path.join(tokenizer_dir, f)
         for f in os.listdir(tokenizer_dir)
-        if f.endswith(".json.gz") and pattern in f
+        if f.endswith(".json.gz") and pattern in f and f.startswith(corpus)
     )
     if not paths:
         raise SystemExit(f"no tokenizers matching {pattern!r} in {tokenizer_dir}")
diff --git a/marker_experiments/downstream/tokenizers/fineweb_en_5gb_bnd_wpd_caps_mingram_v34685.json.gz b/marker_experiments/downstream/tokenizers/fineweb_en_5gb_bnd_wpd_caps_mingram_v34685.json.gz
new file mode 100644
index 00000000..feb6fc3b
Binary files /dev/null and b/marker_experiments/downstream/tokenizers/fineweb_en_5gb_bnd_wpd_caps_mingram_v34685.json.gz differ
diff --git a/marker_experiments/downstream/tokenizers/fineweb_en_5gb_bnd_wpd_extcaps_mingram_v34685.json.gz b/marker_experiments/downstream/tokenizers/fineweb_en_5gb_bnd_wpd_extcaps_mingram_v34685.json.gz
new file mode 100644
index 00000000..db81b185
Binary files /dev/null and b/marker_experiments/downstream/tokenizers/fineweb_en_5gb_bnd_wpd_extcaps_mingram_v34685.json.gz differ
diff --git a/marker_experiments/paper/generated/manifest.json b/marker_experiments/paper/generated/manifest.json
index c7969db9..da8a6ae3 100644
--- a/marker_experiments/paper/generated/manifest.json
+++ b/marker_experiments/paper/generated/manifest.json
@@ -308,6 +308,30 @@
     "train_seconds": 460,
     "trainer": "mingram"
   },
+  "fineweb_ar_5gb_quick_bnd_wpd_extcapsfix_bpe_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_extcapsfix",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_ar_5gb_quick",
+    "lang": "ar",
+    "overshoot_factor": null,
+    "path": "downstream/tokenizers/fineweb_ar_5gb_quick_bnd_wpd_extcapsfix_bpe_v34685.json.gz",
+    "total_vocab": 34685,
+    "train_seconds": 135,
+    "trainer": "bpe"
+  },
+  "fineweb_ar_5gb_quick_bnd_wpd_extcapsfix_mingram_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_extcapsfix",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_ar_5gb_quick",
+    "lang": "ar",
+    "overshoot_factor": 1.15,
+    "path": "downstream/tokenizers/fineweb_ar_5gb_quick_bnd_wpd_extcapsfix_mingram_v34685.json.gz",
+    "total_vocab": 34685,
+    "train_seconds": 456,
+    "trainer": "mingram"
+  },
   "fineweb_ar_5gb_quick_bnd_wpd_mingram_v34685": {
     "additional_vocab_size": 32974,
     "arm": "bnd_wpd",
@@ -653,6 +677,30 @@
     "train_seconds": 927,
     "trainer": "mingram"
   },
+  "fineweb_de_5gb_quick_bnd_wpd_extcapsfix_bpe_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_extcapsfix",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_de_5gb_quick",
+    "lang": "de",
+    "overshoot_factor": null,
+    "path": "downstream/tokenizers/fineweb_de_5gb_quick_bnd_wpd_extcapsfix_bpe_v34685.json.gz",
+    "total_vocab": 34685,
+    "train_seconds": 303,
+    "trainer": "bpe"
+  },
+  "fineweb_de_5gb_quick_bnd_wpd_extcapsfix_mingram_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_extcapsfix",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_de_5gb_quick",
+    "lang": "de",
+    "overshoot_factor": 1.15,
+    "path": "downstream/tokenizers/fineweb_de_5gb_quick_bnd_wpd_extcapsfix_mingram_v34685.json.gz",
+    "total_vocab": 34685,
+    "train_seconds": 984,
+    "trainer": "mingram"
+  },
   "fineweb_de_5gb_quick_bnd_wpd_mingram_v34685": {
     "additional_vocab_size": 32974,
     "arm": "bnd_wpd",
@@ -785,6 +833,23 @@
     "train_seconds": 517,
     "trainer": "bpe"
   },
+  "fineweb_en_5gb_bnd_wpd_caps_mingram_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_caps",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_en_5gb",
+    "eval_chars": 3602925,
+    "eval_chars_per_token": 3.776001819393731,
+    "eval_slice": "marker_experiments/eval_texts/en.json",
+    "eval_tokens": 954164,
+    "lang": "en",
+    "overshoot_factor": 1.15,
+    "path": "downstream/tokenizers/fineweb_en_5gb_bnd_wpd_caps_mingram_v34685.json.gz",
+    "roundtrip_failures": 0,
+    "total_vocab": 34685,
+    "train_seconds": 867,
+    "trainer": "mingram"
+  },
   "fineweb_en_5gb_bnd_wpd_extcaps_bpe_v34685": {
     "additional_vocab_size": 32972,
     "arm": "bnd_wpd_extcaps",
@@ -802,6 +867,23 @@
     "train_seconds": 153,
     "trainer": "bpe"
   },
+  "fineweb_en_5gb_bnd_wpd_extcaps_mingram_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_extcaps",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_en_5gb",
+    "eval_chars": 3602925,
+    "eval_chars_per_token": 3.7854081717348205,
+    "eval_slice": "marker_experiments/eval_texts/en.json",
+    "eval_tokens": 951793,
+    "lang": "en",
+    "overshoot_factor": 1.15,
+    "path": "downstream/tokenizers/fineweb_en_5gb_bnd_wpd_extcaps_mingram_v34685.json.gz",
+    "roundtrip_failures": 0,
+    "total_vocab": 34685,
+    "train_seconds": 876,
+    "trainer": "mingram"
+  },
   "fineweb_en_5gb_bnd_wpd_mingram_v34685": {
     "additional_vocab_size": 32974,
     "arm": "bnd_wpd",
@@ -1007,6 +1089,30 @@
     "train_seconds": 318,
     "trainer": "mingram"
   },
+  "fineweb_en_5gb_quick_bnd_wpd_extcapsfix_bpe_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_extcapsfix",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_en_5gb_quick",
+    "lang": "en",
+    "overshoot_factor": null,
+    "path": "downstream/tokenizers/fineweb_en_5gb_quick_bnd_wpd_extcapsfix_bpe_v34685.json.gz",
+    "total_vocab": 34685,
+    "train_seconds": 80,
+    "trainer": "bpe"
+  },
+  "fineweb_en_5gb_quick_bnd_wpd_extcapsfix_mingram_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_extcapsfix",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_en_5gb_quick",
+    "lang": "en",
+    "overshoot_factor": 1.15,
+    "path": "downstream/tokenizers/fineweb_en_5gb_quick_bnd_wpd_extcapsfix_mingram_v34685.json.gz",
+    "total_vocab": 34685,
+    "train_seconds": 284,
+    "trainer": "mingram"
+  },
   "fineweb_en_5gb_quick_bnd_wpd_mingram_v34685": {
     "additional_vocab_size": 32974,
     "arm": "bnd_wpd",
@@ -1352,6 +1458,30 @@
     "train_seconds": 1692,
     "trainer": "mingram"
   },
+  "fineweb_fi_5gb_quick_bnd_wpd_extcapsfix_bpe_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_extcapsfix",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_fi_5gb_quick",
+    "lang": "fi",
+    "overshoot_factor": null,
+    "path": "downstream/tokenizers/fineweb_fi_5gb_quick_bnd_wpd_extcapsfix_bpe_v34685.json.gz",
+    "total_vocab": 34685,
+    "train_seconds": 504,
+    "trainer": "bpe"
+  },
+  "fineweb_fi_5gb_quick_bnd_wpd_extcapsfix_mingram_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_extcapsfix",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_fi_5gb_quick",
+    "lang": "fi",
+    "overshoot_factor": 1.15,
+    "path": "downstream/tokenizers/fineweb_fi_5gb_quick_bnd_wpd_extcapsfix_mingram_v34685.json.gz",
+    "total_vocab": 34685,
+    "train_seconds": 1422,
+    "trainer": "mingram"
+  },
   "fineweb_fi_5gb_quick_bnd_wpd_mingram_v34685": {
     "additional_vocab_size": 32974,
     "arm": "bnd_wpd",
@@ -1664,6 +1794,30 @@
     "train_seconds": 1498,
     "trainer": "mingram"
   },
+  "fineweb_ko_5gb_quick_bnd_wpd_extcapsfix_bpe_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_extcapsfix",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_ko_5gb_quick",
+    "lang": "ko",
+    "overshoot_factor": null,
+    "path": "downstream/tokenizers/fineweb_ko_5gb_quick_bnd_wpd_extcapsfix_bpe_v34685.json.gz",
+    "total_vocab": 34685,
+    "train_seconds": 400,
+    "trainer": "bpe"
+  },
+  "fineweb_ko_5gb_quick_bnd_wpd_extcapsfix_mingram_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_extcapsfix",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_ko_5gb_quick",
+    "lang": "ko",
+    "overshoot_factor": 1.15,
+    "path": "downstream/tokenizers/fineweb_ko_5gb_quick_bnd_wpd_extcapsfix_mingram_v34685.json.gz",
+    "total_vocab": 34685,
+    "train_seconds": 1504,
+    "trainer": "mingram"
+  },
   "fineweb_ko_5gb_quick_bnd_wpd_mingram_v34685": {
     "additional_vocab_size": 32974,
     "arm": "bnd_wpd",
@@ -2009,6 +2163,30 @@
     "train_seconds": 395,
     "trainer": "mingram"
   },
+  "fineweb_ru_5gb_quick_bnd_wpd_extcapsfix_bpe_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_extcapsfix",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_ru_5gb_quick",
+    "lang": "ru",
+    "overshoot_factor": null,
+    "path": "downstream/tokenizers/fineweb_ru_5gb_quick_bnd_wpd_extcapsfix_bpe_v34685.json.gz",
+    "total_vocab": 34685,
+    "train_seconds": 168,
+    "trainer": "bpe"
+  },
+  "fineweb_ru_5gb_quick_bnd_wpd_extcapsfix_mingram_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_extcapsfix",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_ru_5gb_quick",
+    "lang": "ru",
+    "overshoot_factor": 1.15,
+    "path": "downstream/tokenizers/fineweb_ru_5gb_quick_bnd_wpd_extcapsfix_mingram_v34685.json.gz",
+    "total_vocab": 34685,
+    "train_seconds": 522,
+    "trainer": "mingram"
+  },
   "fineweb_ru_5gb_quick_bnd_wpd_mingram_v34685": {
     "additional_vocab_size": 32974,
     "arm": "bnd_wpd",
diff --git a/marker_experiments/paper/generated/manifest_parts/fineweb_en_5gb_bnd_wpd_caps_mingram_v34685.json b/marker_experiments/paper/generated/manifest_parts/fineweb_en_5gb_bnd_wpd_caps_mingram_v34685.json
new file mode 100644
index 00000000..f3349469
--- /dev/null
+++ b/marker_experiments/paper/generated/manifest_parts/fineweb_en_5gb_bnd_wpd_caps_mingram_v34685.json
@@ -0,0 +1,19 @@
+{
+  "fineweb_en_5gb_bnd_wpd_caps_mingram_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_caps",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_en_5gb",
+    "eval_chars": 3602925,
+    "eval_chars_per_token": 3.776001819393731,
+    "eval_slice": "marker_experiments/eval_texts/en.json",
+    "eval_tokens": 954164,
+    "lang": "en",
+    "overshoot_factor": 1.15,
+    "path": "downstream/tokenizers/fineweb_en_5gb_bnd_wpd_caps_mingram_v34685.json.gz",
+    "roundtrip_failures": 0,
+    "total_vocab": 34685,
+    "train_seconds": 867,
+    "trainer": "mingram"
+  }
+}
\ No newline at end of file
diff --git a/marker_experiments/paper/generated/manifest_parts/fineweb_en_5gb_bnd_wpd_extcaps_mingram_v34685.json b/marker_experiments/paper/generated/manifest_parts/fineweb_en_5gb_bnd_wpd_extcaps_mingram_v34685.json
new file mode 100644
index 00000000..9fa36e99
--- /dev/null
+++ b/marker_experiments/paper/generated/manifest_parts/fineweb_en_5gb_bnd_wpd_extcaps_mingram_v34685.json
@@ -0,0 +1,19 @@
+{
+  "fineweb_en_5gb_bnd_wpd_extcaps_mingram_v34685": {
+    "additional_vocab_size": 32972,
+    "arm": "bnd_wpd_extcaps",
+    "atomic_vocab": 1713,
+    "corpus": "fineweb_en_5gb",
+    "eval_chars": 3602925,
+    "eval_chars_per_token": 3.7854081717348205,
+    "eval_slice": "marker_experiments/eval_texts/en.json",
+    "eval_tokens": 951793,
+    "lang": "en",
+    "overshoot_factor": 1.15,
+    "path": "downstream/tokenizers/fineweb_en_5gb_bnd_wpd_extcaps_mingram_v34685.json.gz",
+    "roundtrip_failures": 0,
+    "total_vocab": 34685,
+    "train_seconds": 876,
+    "trainer": "mingram"
+  }
+}
\ No newline at end of file
diff --git a/marker_experiments/paper/generated/results_mingram.tsv b/marker_experiments/paper/generated/results_mingram.tsv
index 18c33ccd..a917f2e1 100644
--- a/marker_experiments/paper/generated/results_mingram.tsv
+++ b/marker_experiments/paper/generated/results_mingram.tsv
@@ -1,4 +1,13 @@
 method	arm	variant	trainer	seed	val_bpb_true	train_bpb_true	val_bpb	train_bpb	byte_factor	core	depth	vocab_size	tokenizer_id	log	task_agi_eval_lsat_ar	task_arc_challenge	task_arc_easy	task_bigbench_cs_algorithms	task_bigbench_dyck_languages	task_bigbench_language_identification	task_bigbench_operators	task_bigbench_qa_wikidata	task_bigbench_repeat_copy_logic	task_boolq	task_commonsense_qa	task_copa	task_coqa	task_hellaswag	task_hellaswag_zeroshot	task_jeopardy	task_lambada_openai	task_openbook_qa	task_piqa	task_squad	task_winograd	task_winogrande
+bnd_w_mingram	bnd_w		mingram	0	0.8764577046320687	0.7494451294003847	1.015638	0.868456	0.862962694022938	0.1433	12	34686	bnd_w_mingram_d12_s0	bnd_w_mingram_d12_s0.log	0.070652	0.018203	0.34624	0.419697	0.154	0.178108	0.090476	0.247232	0.0	-0.17737	0.131859	0.1	0.20481	0.155547	0.159397	0.00992	0.307588	0.106667	0.350381	0.136329	0.157509	-0.014996
+bnd_w_mingram	bnd_w		mingram	1	0.8764749638859491	0.7490585221134624	1.015658	0.868008	0.862962694022938	0.1534	12	34686	bnd_w_mingram_d12_s1	bnd_w_mingram_d12_s1.log	0.038043	0.025028	0.371493	0.434848	0.141	0.177118	0.095238	0.267753	0.0	-0.172541	0.234234	0.18	0.181887	0.155812	0.161389	0.01795	0.285077	0.114667	0.337323	0.155345	0.135531	0.037095
+bnd_w_mingram	bnd_w		mingram	2	0.8760314010612215	0.7529668801546923	1.015144	0.872537	0.862962694022938	0.1359	12	34686	bnd_w_mingram_d12_s2	bnd_w_mingram_d12_s2.log	0.048913	0.048919	0.392256	0.443182	0.13	0.174147	0.104762	0.236947	0.0	-0.305328	0.035627	0.06	0.19529	0.154219	0.163646	0.010864	0.293033	0.122667	0.332971	0.174361	0.172161	0.000789
+bnd_wpd_caps_mingram	bnd_wpd_caps		mingram	0	0.8799920218774505	0.7564885679658033	1.044361	0.897789	0.8426128722515016		12	34686	bnd_wpd_caps_mingram_d12_s0	bnd_wpd_caps_mingram_d12_s0.log																						
+bnd_wpd_caps_mingram	bnd_wpd_caps		mingram	1	0.8800434212626578	0.7557622356699226	1.044422	0.896927	0.8426128722515016		12	34686	bnd_wpd_caps_mingram_d12_s1	bnd_wpd_caps_mingram_d12_s1.log																						
+bnd_wpd_caps_mingram	bnd_wpd_caps		mingram	2	0.8801934063539185	0.7600755709629781	1.0446	0.902046	0.8426128722515016		12	34686	bnd_wpd_caps_mingram_d12_s2	bnd_wpd_caps_mingram_d12_s2.log																						
+bnd_wpd_extcaps_mingram	bnd_wpd_extcaps		mingram	0	0.8762511122154423	0.7531985204685082	1.03775	0.892018	0.8443759211905009		12	34686	bnd_wpd_extcaps_mingram_d12_s0	bnd_wpd_extcaps_mingram_d12_s0.log																						
+bnd_wpd_extcaps_mingram	bnd_wpd_extcaps		mingram	1	0.8757926160902358	0.7527746437560705	1.037207	0.891516	0.8443759211905009		12	34686	bnd_wpd_extcaps_mingram_d12_s1	bnd_wpd_extcaps_mingram_d12_s1.log																						
+bnd_wpd_extcaps_mingram	bnd_wpd_extcaps		mingram	2	0.8760830814071253	0.7556809856768083	1.037551	0.894958	0.8443759211905009		12	34686	bnd_wpd_extcaps_mingram_d12_s2	bnd_wpd_extcaps_mingram_d12_s2.log																						
 bnd_wpd_mingram	bnd_wpd		mingram	0	0.8797970102955008	0.756568250318537	1.044151	0.897902	0.8425955731455516		12	34686	bnd_wpd_mingram_d12_s0	bnd_wpd_mingram_d12_s0.log																						
 bnd_wpd_mingram	bnd_wpd		mingram	1	0.8809749589067584	0.756463768467467	1.045549	0.897778	0.8425955731455516		12	34686	bnd_wpd_mingram_d12_s1	bnd_wpd_mingram_d12_s1.log																						
 bnd_wpd_mingram	bnd_wpd		mingram	2	0.8807499858887284	0.7599327344421072	1.045282	0.901895	0.8425955731455516		12	34686	bnd_wpd_mingram_d12_s2	bnd_wpd_mingram_d12_s2.log																						
diff --git a/marker_experiments/paper/generated/table_downstream_main.tex b/marker_experiments/paper/generated/table_downstream_main.tex
index c7fb4d25..6e046a4b 100644
--- a/marker_experiments/paper/generated/table_downstream_main.tex
+++ b/marker_experiments/paper/generated/table_downstream_main.tex
@@ -10,9 +10,8 @@
  & BPE & MinGram \\
 \midrule
 \plainscheme & 0.8853 {\footnotesize $\pm$ 0.0003} & 0.8837 {\footnotesize $\pm$ 0.0008} \\
-\bnds{w} & \textbf{0.8768} {\footnotesize $\pm$ 0.0008} & -- \\
-\bnds{wpd} & 0.8800 {\footnotesize $\pm$ 0.0005} & \textbf{0.8805} {\footnotesize $\pm$ 0.0006} \\
-\bnds{wpdcaps} & \underline{0.8793} {\footnotesize $\pm$ 0.0005} & -- \\
+\bnds{w} & \textbf{0.8768} {\footnotesize $\pm$ 0.0008} & \textbf{0.8763} {\footnotesize $\pm$ 0.0003} \\
+\bnds{wpd} & \underline{0.8800} {\footnotesize $\pm$ 0.0005} & \underline{0.8805} {\footnotesize $\pm$ 0.0006} \\
 \bottomrule
 \end{tabular}
 \caption{Downstream evaluation results.
@@ -29,6 +28,7 @@
 %   CORE, depth 12, n/a wherever a scheme breaks the prefix property its tasks assume:
 %     BPE bnd_w: 0.1411 +- 0.0058 (n=3), paired vs plain +0.0027 +- 0.0072
 %     BPE plain: 0.1384 +- 0.0022 (n=3)
+%     MinGram bnd_w: 0.1442 +- 0.0088 (n=3), paired vs plain +0.0046 +- 0.0128
 %     MinGram plain: 0.1396 +- 0.0061 (n=3)
 %   raw bpb (nanochat's own figure) divides by summed token byte length and is not
 %     comparable across these tokenizers; see the appendix tables.