diff --git a/meta_only/podC/e16/Ra-learned-slowpartial/policy.json b/meta_only/podC/e16/Ra-learned-slowpartial/policy.json
new file mode 100644
index 0000000000000000000000000000000000000000..639784f7bc355cdb5f22b21194b8ee2ec133a91e
--- /dev/null
+++ b/meta_only/podC/e16/Ra-learned-slowpartial/policy.json
@@ -0,0 +1,5 @@
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+ "step": 110,
+ "targets_seen": 3520
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/Ra-learned-slowpartial/train_log.jsonl b/meta_only/podC/e16/Ra-learned-slowpartial/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..19fea7bc1875ee33f508d04b148367711f77c02d
--- /dev/null
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diff --git a/meta_only/podC/e16/Ra-learned/policy.json b/meta_only/podC/e16/Ra-learned/policy.json
new file mode 100644
index 0000000000000000000000000000000000000000..da0066523221ab88fd4637d939ce04f08141683b
--- /dev/null
+++ b/meta_only/podC/e16/Ra-learned/policy.json
@@ -0,0 +1,10 @@
+{
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+ "lr": 0.01,
+ "seed": 0,
+ "reader": "released JEV-9B C"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/Ra-learned/train_log.jsonl b/meta_only/podC/e16/Ra-learned/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6630f5b0f356d2ec77ba8fbddd7199c0ae7b6517
--- /dev/null
+++ b/meta_only/podC/e16/Ra-learned/train_log.jsonl
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diff --git a/meta_only/podC/e16/Ra-rank/policy.json b/meta_only/podC/e16/Ra-rank/policy.json
new file mode 100644
index 0000000000000000000000000000000000000000..f0c00bd0e2829923d72b0ce85de231a221d1d07d
--- /dev/null
+++ b/meta_only/podC/e16/Ra-rank/policy.json
@@ -0,0 +1,7 @@
+{
+ "policy": "rank",
+ "n_pairs": 121510,
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+}
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diff --git a/meta_only/podC/e16/Ra-rank/train_log.jsonl b/meta_only/podC/e16/Ra-rank/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d25cc87a124a95e8bc631f1ac83a6cb530949ade
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diff --git a/meta_only/podC/e16/S1-D-seq-ts1/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-D-seq-ts1/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3c2c7c3544b669accd66b421776bb76393fc2f49
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq-ts1/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
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+  "alpha_pattern": {},
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+  "auto_mapping": {
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\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-D-seq-ts1/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-D-seq-ts1/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq-ts1/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
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+  "megatron_core": "megatron.core",
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+  "target_modules": [
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\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-D-seq-ts1/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-D-seq-ts1/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..79d889ced5b17f44912f63e6b44dfda8842faf55
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq-ts1/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
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+   "C",
+   "D",
+   "E",
+   "F",
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+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-D-seq-ts1/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-D-seq-ts1/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..da3bf4e47f615d1b3ab89ea276d47e3ccc78ac0f
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq-ts1/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 1.0037595601677367,
+  "choice": 1.0035596448300679,
+  "score": 0.9920592547781818
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+ "fit": {
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+   "T": 1.0037595601677367,
+   "ce_before": 0.28282368183135986,
+   "ce_after": 0.28282156586647034
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+   "ce_after": 0.512704610824585
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+   "ce_before": 1.0517339706420898,
+   "ce_after": 1.051712989807129
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+ "source": "models/e16/S1-D-seq-ts1/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-D-seq-ts1/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-D-seq-ts1/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fcc7d017acee97625c54dd802a43966ff7e1abb3
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq-ts1/ckpt-16000/judge_config.json
@@ -0,0 +1,168 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
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+    2
+   ],
+   "score": [
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+    8
+   ],
+   "choice": [
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+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
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+  16,
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+  18,
+  19,
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+  32,
+  33,
+  34,
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+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-D-seq-ts1/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e16/D-seq",
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+  "rows_per_step": 32,
+  "train_seed": 1,
+  "replay": "data/e16/replay/train.jsonl",
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+  "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps",
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+  "lora": {
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+   "entropy": 0.4040994346141815
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+  "peak_gib": 18.281863689422607
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-D-seq-ts1/train_log.jsonl b/meta_only/podC/e16/S1-D-seq-ts1/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..8fac70a418924a4efe71babef3913f0986651f51
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq-ts1/train_log.jsonl
@@ -0,0 +1,57 @@
+{"time": "20:53:03", "event": "start", "data": "data/e16/D-seq", "data_manifest": {"arm": "D-seq", "name": null, "train_sha256": "56c834576c8038663ef50dff35e976aff7d65a5ac4c6248a50805d9e0e50799a", "n_train": 16000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 1, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps", "total_rows": 16000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 14.177119255065918}
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diff --git a/meta_only/podC/e16/S1-D-seq-ts2/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-D-seq-ts2/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d8f65691dd33f0eb1c9f3894eea0025d7a3d58d6
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq-ts2/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "o_proj",
+    "v_proj",
+    "down_proj",
+    "up_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "q_proj",
+    "out_proj",
+    "in_proj_z",
+    "k_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-D-seq-ts2/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-D-seq-ts2/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq-ts2/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-D-seq-ts2/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-D-seq-ts2/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..9946ee2b61d1719f3bc1e60917ec64bad689c6fd
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq-ts2/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0007501363288611174,
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+ "verbalizer_ids": [
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+  15,
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+  17,
+  18,
+  19,
+  20,
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+  33,
+  34,
+  35,
+  36,
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+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
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+    24
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+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-D-seq-ts2/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-D-seq-ts2/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..1585c3646c00f09db4728237b2d0f2d85e62632f
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq-ts2/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.9930761760318813,
+  "choice": 0.9877002485044473,
+  "score": 0.9639528095517812
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+ "fit": {
+  "noul": {
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+ "source": "models/e16/S1-D-seq-ts2/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-D-seq-ts2/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-D-seq-ts2/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..10409a883d2b4839342ef79d6e69019e25cf489e
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq-ts2/ckpt-16000/judge_config.json
@@ -0,0 +1,168 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
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+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
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+ "verbalizer_ids": [
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+ "kinds": [
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+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
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+  "lora_alpha": 32,
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+   "in_proj_qkv",
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+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-D-seq-ts2/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e16/D-seq",
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+  "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps",
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+  "lora": {
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+  "peak_gib": 18.282634735107422
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-D-seq-ts2/train_log.jsonl b/meta_only/podC/e16/S1-D-seq-ts2/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6c3c6ffc33be4aa6333511fc806736e34d5e44f0
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq-ts2/train_log.jsonl
@@ -0,0 +1,57 @@
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diff --git a/meta_only/podC/e16/S1-D-seq/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-D-seq/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..535f269089f401c5c03b0dce2af4212d02a77b5c
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
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+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
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+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-D-seq/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-D-seq/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
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+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
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+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
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+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
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+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-D-seq/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-D-seq/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..b37808794301fb87b376f38b8b65abf6cf5c70c7
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
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+   "L",
+   "M",
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+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-D-seq/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-D-seq/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..8f9f07a016b4a0978df460d2039e9edb772ef893
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
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+  "choice": 1.0198021545432896,
+  "score": 0.9863055605266354
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+ "source": "models/e16/S1-D-seq/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-D-seq/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-D-seq/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ba95706e600cd9a4b6247c1449df076e83d5dfda
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq/ckpt-16000/judge_config.json
@@ -0,0 +1,168 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
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+   "3",
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+   "5",
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+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
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+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
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+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
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+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
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+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
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+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-D-seq/ckpt-16000",
+ "softcap": null,
+ "e16": {
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+  "lora": {
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+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
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\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-D-seq/train_log.jsonl b/meta_only/podC/e16/S1-D-seq/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..2008dea8c395f6c39f3484885e8329adc7fead4e
--- /dev/null
+++ b/meta_only/podC/e16/S1-D-seq/train_log.jsonl
@@ -0,0 +1,57 @@
+{"time": "01:41:13", "event": "start", "data": "data/e16/D-seq", "data_manifest": {"arm": "D-seq", "name": null, "train_sha256": "56c834576c8038663ef50dff35e976aff7d65a5ac4c6248a50805d9e0e50799a", "n_train": 16000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps", "total_rows": 16000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 14.635123252868652}
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diff --git a/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e81d410ef5d763b477f7be8c1d0f02559b68d133
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "o_proj",
+    "up_proj",
+    "q_proj",
+    "in_proj_qkv",
+    "k_proj",
+    "in_proj_z",
+    "down_proj",
+    "out_proj",
+    "gate_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..644e74f5cf12c45156d12f2a5c7665feb3664cb8
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0006137416930869222,
+  -0.0006140042678453028,
+  -0.0019505968084558845,
+  -0.0013588439906015992,
+  -0.00043560078484006226,
+  0.0019446366932243109,
+  0.0014943128917366266,
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+  -0.0006216860492713749,
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+  -0.00015286121924873441,
+  0.0001331199164269492,
+  -6.697973003610969e-05,
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+  -0.005089356563985348,
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+  -0.0033796329516917467,
+  -0.005638263188302517,
+  -0.0034764064475893974
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..98b2912d61d5452c53a2b0ca391b5997a45c4f7f
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.7678141283914748,
+  "choice": 1.079829269495149,
+  "score": 0.9560367711826933
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.7678141283914748,
+   "ce_before": 0.5959866642951965,
+   "ce_after": 0.5919238924980164
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.079829269495149,
+   "ce_before": 0.6801876425743103,
+   "ce_after": 0.6788405776023865
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+  "score": {
+   "n": 53,
+   "T": 0.9560367711826933,
+   "ce_before": 1.0680758953094482,
+   "ce_after": 1.0674799680709839
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+ },
+ "source": "models/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b3835bc45f2255f7a74dbaeafd875665a620ae2e
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
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+  "ranges": {
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+   "score": [
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+   "choice": [
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+  "verbalizers": [
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+   "2",
+   "3",
+   "4",
+   "5",
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+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
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+  15,
+  16,
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+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
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+ ],
+ "kinds": [
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+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
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+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
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+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
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+   "gate_proj",
+   "in_proj_qkv",
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+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-E19-a1-n16k-soft-syn/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e19/E19-a1-n16k-soft",
+  "data_manifest": {
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+   "noul_sharp": 0.1376621127128601,
+   "entropy": 0.6364099383354187
+  },
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+  "peak_gib": 18.282336711883545
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/train_log.jsonl b/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..8abfde808681ea555fdadfe9a927c23477876831
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n16k-soft-syn/train_log.jsonl
@@ -0,0 +1,57 @@
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+{"time": "11:06:44", "event": "step", "step": 470, "rows_seen": 15040, "lr": 5.894036597333646e-06, "tok_per_s": 1361.8089233626931, "loss": 0.6323299147188663, "entropy": 0.5964979585260153, "sharp": 0.1739058494567871}
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+{"time": "11:10:58", "event": "step", "step": 490, "rows_seen": 15680, "lr": 5.099615753708697e-06, "tok_per_s": 1364.486587911119, "loss": 0.5040249191224575, "entropy": 0.5755459386855364, "sharp": 0.19868578854948282}
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+{"time": "11:15:42", "event": "ckpt", "tag": "ckpt-16000", "rows_seen": 16000, "replay_seen": 842, "step": 500, "tokens": 8943984, "tok_per_s": 1333.8681055286518, "rows_per_s": 2.5117449475456777, "val": {"n": 1200, "dropped_long": 0, "noul_ce": 0.5959866642951965, "noul_T": 0.7678141283914748, "choice_ce": 0.6801876425743103, "choice_T": 1.079829269495149, "score_ce": 1.0680758953094482, "score_T": 0.9560367711826933, "noul_auc": 0.7203797333333333, "noul_acc": 0.669, "noul_f1": 0.7311129163281884, "noul_nll": 0.6084679865464568, "noul_ece": 0.09679507276415826, "noul_brier": 0.20980706972993474, "noul_sharp": 0.1376621127128601, "entropy": 0.6364099383354187}, "dropped_long": 0, "peak_gib": 18.282336711883545}
diff --git a/meta_only/podC/e16/S1-E19-a1-n16k-syn/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-E19-a1-n16k-syn/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d2384321176389ed150765b0a54c9bbf88b5b524
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n16k-syn/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "in_proj_z",
+    "up_proj",
+    "o_proj",
+    "k_proj",
+    "down_proj",
+    "out_proj",
+    "q_proj",
+    "v_proj",
+    "gate_proj",
+    "in_proj_qkv"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a1-n16k-syn/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-E19-a1-n16k-syn/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n16k-syn/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a1-n16k-syn/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-E19-a1-n16k-syn/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..5efe095efc2f5bdd684168e502cb2418a2ca8acd
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n16k-syn/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0005869516753591597,
+  -0.0005872115143574774,
+  -0.0022866670042276382,
+  -0.0014944361755624413,
+  -0.0004164671408943832,
+  0.0020037987269461155,
+  0.0016292337095364928,
+  -0.0023955011274665594,
+  -0.0009124145144596696,
+  -0.0006560432375408709,
+  -0.00016946742834988981,
+  -2.4234932425315492e-05,
+  -0.0011103420983999968,
+  -0.0030296682380139828,
+  -0.00401355791836977,
+  -0.005071787163615227,
+  -0.005943118128925562,
+  -0.004329491872340441,
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+  -0.004933689255267382,
+  -0.003877796232700348,
+  -0.0033426531590521336,
+  -0.0056234258227050304,
+  -0.003458690829575062
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a1-n16k-syn/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-E19-a1-n16k-syn/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..b6530618b86b3d0c4fd7751ee2bb335fe8f11874
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n16k-syn/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.7165140194878802,
+  "choice": 0.9982098008756057,
+  "score": 0.975542094058973
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.7165140194878802,
+   "ce_before": 0.6018736958503723,
+   "ce_after": 0.595995306968689
+  },
+  "choice": {
+   "n": 60,
+   "T": 0.9982098008756057,
+   "ce_before": 0.6610618233680725,
+   "ce_after": 0.6610606908798218
+  },
+  "score": {
+   "n": 53,
+   "T": 0.975542094058973,
+   "ce_before": 1.0467227697372437,
+   "ce_after": 1.0465413331985474
+  }
+ },
+ "source": "models/e16/S1-E19-a1-n16k-syn/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a1-n16k-syn/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-E19-a1-n16k-syn/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c0146dda4e86e15adc2946cc11b7830a18e1bbad
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n16k-syn/ckpt-16000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-E19-a1-n16k-syn/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e19/E19-a1-n16k",
+  "data_manifest": {
+   "arm": "E19-a1-n16k",
+   "name": null,
+   "train_sha256": "94deb2a569bb4fde199043b0a00b31485445643443374b8929f0c5964354d650",
+   "n_train": 16000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps",
+  "total_rows": 16000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-16000",
+  "rows_seen": 16000,
+  "replay_seen": 842,
+  "step": 500,
+  "tokens": 8943984,
+  "tok_per_s": 1334.0251536838632,
+  "rows_per_s": 2.5120406776171564,
+  "val": {
+   "n": 1200,
+   "dropped_long": 0,
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+   "noul_T": 0.7165140194878802,
+   "choice_ce": 0.6610618233680725,
+   "choice_T": 0.9982098008756057,
+   "score_ce": 1.0467227697372437,
+   "score_T": 0.975542094058973,
+   "noul_auc": 0.7250176,
+   "noul_acc": 0.679,
+   "noul_f1": 0.7375306623058054,
+   "noul_nll": 0.6145058214738965,
+   "noul_ece": 0.11563834969699383,
+   "noul_brier": 0.21233727298038133,
+   "noul_sharp": 0.12655772268772125,
+   "entropy": 0.6454315185546875
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.282336711883545
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a1-n16k-syn/train_log.jsonl b/meta_only/podC/e16/S1-E19-a1-n16k-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7f89bc5f24d47f53b9021a8179df03fc8d5f9ded
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n16k-syn/train_log.jsonl
@@ -0,0 +1,57 @@
+{"time": "16:04:56", "event": "start", "data": "data/e19/E19-a1-n16k", "data_manifest": {"arm": "E19-a1-n16k", "name": null, "train_sha256": "94deb2a569bb4fde199043b0a00b31485445643443374b8929f0c5964354d650", "n_train": 16000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps", "total_rows": 16000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 38.510061502456665}
+{"time": "16:07:05", "event": "step", "step": 10, "rows_seen": 320, "lr": 7.333333333333333e-05, "tok_per_s": 1374.445776734991, "loss": 0.5894528701901436, "entropy": 0.5937902256846428, "sharp": 0.18946991488337517}
+{"time": "16:09:13", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.997508952966197e-05, "tok_per_s": 1383.999404388402, "loss": 0.6630470678210258, "entropy": 0.686090737581253, "sharp": 0.045880140736699104}
+{"time": "16:11:15", "event": "step", "step": 30, "rows_seen": 960, "lr": 9.977596250541417e-05, "tok_per_s": 1390.7759071744847, "loss": 0.6714256554841995, "entropy": 0.6418785192072392, "sharp": 0.12697846814990044}
+{"time": "16:13:23", "event": "step", "step": 40, "rows_seen": 1280, "lr": 9.937854366485982e-05, "tok_per_s": 1396.903156224518, "loss": 0.6202242523431778, "entropy": 0.6248056478798389, "sharp": 0.1507299840450287}
+{"time": "16:15:30", "event": "step", "step": 50, "rows_seen": 1600, "lr": 9.8784499920729e-05, "tok_per_s": 1402.8727371881048, "loss": 0.717506904155016, "entropy": 0.6036138031631708, "sharp": 0.16964995954185724}
+{"time": "16:17:38", "event": "step", "step": 60, "rows_seen": 1920, "lr": 9.79963228989294e-05, "tok_per_s": 1406.9042899210401, "loss": 0.5931288786232471, "entropy": 0.5965085830539465, "sharp": 0.2026488808915019}
+{"time": "16:19:42", "event": "step", "step": 70, "rows_seen": 2240, "lr": 9.701731848780134e-05, "tok_per_s": 1406.5924287719827, "loss": 0.5671395361423492, "entropy": 0.5137825161218643, "sharp": 0.22797769866883755}
+{"time": "16:21:48", "event": "step", "step": 80, "rows_seen": 2560, "lr": 9.585159297207315e-05, "tok_per_s": 1408.731204405859, "loss": 0.5666338037699461, "entropy": 0.6216479167342186, "sharp": 0.16055579856038094}
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diff --git a/meta_only/podC/e16/S1-E19-a1-n4k-syn/ckpt-4000/adapter/adapter_config.json b/meta_only/podC/e16/S1-E19-a1-n4k-syn/ckpt-4000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7e2d247b45e098c19b8b021317aad6be5a96aff1
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n4k-syn/ckpt-4000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
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+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
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+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
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+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
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+  "peft_type": "LORA",
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+  "rank_pattern": {},
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+  "use_bdlora": null,
+  "use_dora": false,
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+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a1-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-E19-a1-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
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+  "alpha_pattern": {},
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+  "auto_mapping": {
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+  "megatron_core": "megatron.core",
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+  "monteclora_config": null,
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+  "revision": null,
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+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
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+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
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+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a1-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-E19-a1-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..d9a7b449342fd2aed9c442c2d75a596cdafaa0c9
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
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+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a1-n4k-syn/ckpt-4000/calibration.json b/meta_only/podC/e16/S1-E19-a1-n4k-syn/ckpt-4000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..025321dff7c64a2b52fb4bd31342677d98216b0e
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n4k-syn/ckpt-4000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.8263435030077487,
+  "choice": 1.0136780131858079,
+  "score": 0.9922651894318586
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.8263435030077487,
+   "ce_before": 0.5827034711837769,
+   "ce_after": 0.5801888108253479
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.0136780131858079,
+   "ce_before": 0.6594568490982056,
+   "ce_after": 0.6594187617301941
+  },
+  "score": {
+   "n": 53,
+   "T": 0.9922651894318586,
+   "ce_before": 1.0438287258148193,
+   "ce_after": 1.0438071489334106
+  }
+ },
+ "source": "models/e16/S1-E19-a1-n4k-syn/ckpt-4000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a1-n4k-syn/ckpt-4000/judge_config.json b/meta_only/podC/e16/S1-E19-a1-n4k-syn/ckpt-4000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4a4c85eaf9695564b1a3607884f17990df08d6d6
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n4k-syn/ckpt-4000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-E19-a1-n4k-syn/ckpt-4000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e19/E19-a1-n4k",
+  "data_manifest": {
+   "arm": "E19-a1-n4k",
+   "name": null,
+   "train_sha256": "540534e9352daba3754b72460de1f42981ad4c6db082881ea9cd06bde41ec64f",
+   "n_train": 4000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps",
+  "total_rows": 4000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-4000",
+  "rows_seen": 4000,
+  "replay_seen": 210,
+  "step": 125,
+  "tokens": 2241889,
+  "tok_per_s": 1281.9845794437344,
+  "rows_per_s": 2.407414048736292,
+  "val": {
+   "n": 1200,
+   "dropped_long": 0,
+   "noul_ce": 0.5827034711837769,
+   "noul_T": 0.8263435030077487,
+   "choice_ce": 0.6594568490982056,
+   "choice_T": 1.0136780131858079,
+   "score_ce": 1.0438287258148193,
+   "score_T": 0.9922651894318586,
+   "noul_auc": 0.7284266666666668,
+   "noul_acc": 0.682,
+   "noul_f1": 0.7423014586709886,
+   "noul_nll": 0.5932419957146049,
+   "noul_ece": 0.06937307044863701,
+   "noul_brier": 0.20364886409521044,
+   "noul_sharp": 0.157422736287117,
+   "entropy": 0.6182610988616943
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.282336711883545
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a1-n4k-syn/train_log.jsonl b/meta_only/podC/e16/S1-E19-a1-n4k-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..df6bddf951cd5b45f8650359430dd619b83632bc
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a1-n4k-syn/train_log.jsonl
@@ -0,0 +1,15 @@
+{"time": "10:05:02", "event": "start", "data": "data/e19/E19-a1-n4k", "data_manifest": {"arm": "E19-a1-n4k", "name": null, "train_sha256": "540534e9352daba3754b72460de1f42981ad4c6db082881ea9cd06bde41ec64f", "n_train": 4000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps", "total_rows": 4000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 13.097421884536743}
+{"time": "10:07:11", "event": "step", "step": 10, "rows_seen": 320, "lr": 9.923040269974204e-05, "tok_per_s": 1373.074074065633, "loss": 0.6184831075370312, "entropy": 0.6636004969477654, "sharp": 0.107638587243855}
+{"time": "10:09:19", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.55208574963224e-05, "tok_per_s": 1383.1638571859442, "loss": 0.6337518393993378, "entropy": 0.6607866808772087, "sharp": 0.11071337759494781}
+{"time": "10:11:22", "event": "step", "step": 30, "rows_seen": 960, "lr": 8.897432118673851e-05, "tok_per_s": 1390.2972741295616, "loss": 0.667584627866745, "entropy": 0.6264320686459541, "sharp": 0.13228601031005383}
+{"time": "10:13:30", "event": "step", "step": 40, "rows_seen": 1280, "lr": 8.002250216471678e-05, "tok_per_s": 1396.2238098938278, "loss": 0.6139045059680939, "entropy": 0.6092486158013344, "sharp": 0.1605532132089138}
+{"time": "10:15:36", "event": "step", "step": 50, "rows_seen": 1600, "lr": 6.925572411108201e-05, "tok_per_s": 1402.268630441109, "loss": 0.7492388337850571, "entropy": 0.5749523751437664, "sharp": 0.21325839310884476}
+{"time": "10:17:45", "event": "step", "step": 60, "rows_seen": 1920, "lr": 5.738399736402462e-05, "tok_per_s": 1406.4064339498486, "loss": 0.5927707403898239, "entropy": 0.6261010691523552, "sharp": 0.15189047809690237}
+{"time": "10:19:49", "event": "step", "step": 70, "rows_seen": 2240, "lr": 4.519019760655705e-05, "tok_per_s": 1405.7778740559124, "loss": 0.5610260665416718, "entropy": 0.5437574833631516, "sharp": 0.20663071051239967}
+{"time": "10:21:56", "event": "step", "step": 80, "rows_seen": 2560, "lr": 3.3478439481564835e-05, "tok_per_s": 1406.5150111957087, "loss": 0.5592523384839296, "entropy": 0.606365405023098, "sharp": 0.17425273265689611}
+{"time": "10:24:08", "event": "step", "step": 90, "rows_seen": 2880, "lr": 2.3021049613197416e-05, "tok_per_s": 1407.5278001962427, "loss": 0.6026091650128365, "entropy": 0.6202864572405815, "sharp": 0.15475847385823727}
+{"time": "10:26:14", "event": "step", "step": 100, "rows_seen": 3200, "lr": 1.4507635874863332e-05, "tok_per_s": 1406.840595215435, "loss": 0.6052468121051788, "entropy": 0.5772884786128998, "sharp": 0.2093072347342968}
+{"time": "10:27:04", "event": "val", "step": 100, "rows_seen": 3200, "n": 500, "dropped_long": 0, "noul_ce": 0.6031342148780823, "noul_T": 0.9307791842901637, "noul_auc": 0.7383335302357765, "noul_acc": 0.696, "noul_f1": 0.738831615120275, "noul_nll": 0.6002935469225049, "noul_ece": 0.09385196328163149, "noul_brier": 0.20592077751695836, "noul_sharp": 0.16558407247066498, "entropy": 0.612604558467865}
+{"time": "10:29:12", "event": "step", "step": 110, "rows_seen": 3520, "lr": 8.49961150805399e-06, "tok_per_s": 1358.4355140547716, "loss": 0.5946035832166672, "entropy": 0.5944480895996094, "sharp": 0.1819613091647625}
+{"time": "10:31:20", "event": "step", "step": 120, "rows_seen": 3840, "lr": 5.3931729785351795e-06, "tok_per_s": 1361.9236511734002, "loss": 0.6052790284156799, "entropy": 0.6096659228205681, "sharp": 0.16632520966231823}
+{"time": "10:34:12", "event": "ckpt", "tag": "ckpt-4000", "rows_seen": 4000, "replay_seen": 210, "step": 125, "tokens": 2241889, "tok_per_s": 1281.9845794437344, "rows_per_s": 2.407414048736292, "val": {"n": 1200, "dropped_long": 0, "noul_ce": 0.5827034711837769, "noul_T": 0.8263435030077487, "choice_ce": 0.6594568490982056, "choice_T": 1.0136780131858079, "score_ce": 1.0438287258148193, "score_T": 0.9922651894318586, "noul_auc": 0.7284266666666668, "noul_acc": 0.682, "noul_f1": 0.7423014586709886, "noul_nll": 0.5932419957146049, "noul_ece": 0.06937307044863701, "noul_brier": 0.20364886409521044, "noul_sharp": 0.157422736287117, "entropy": 0.6182610988616943}, "dropped_long": 0, "peak_gib": 18.282336711883545}
diff --git a/meta_only/podC/e16/S1-E19-a2-n16k-syn/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-E19-a2-n16k-syn/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b6a442dc365444d8375d280b65c185f9aa255339
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a2-n16k-syn/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "in_proj_qkv",
+    "out_proj",
+    "gate_proj",
+    "q_proj",
+    "o_proj",
+    "in_proj_z",
+    "k_proj",
+    "v_proj",
+    "up_proj",
+    "down_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a2-n16k-syn/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-E19-a2-n16k-syn/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a2-n16k-syn/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a2-n16k-syn/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-E19-a2-n16k-syn/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..de643df88da93a4bed980c3653502310d2516952
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a2-n16k-syn/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0006698378711007535,
+  -0.0006700979429297149,
+  -0.0021969901863485575,
+  -0.0017299650935456157,
+  -0.0005682330811396241,
+  0.0019924521911889315,
+  0.0014135569799691439,
+  -0.0025292893406003714,
+  -0.0007905219681560993,
+  -0.0002544523449614644,
+  -0.0001606568694114685,
+  0.0004938746569678187,
+  -0.0007006535306572914,
+  -0.0036926602479070425,
+  -0.0041941991075873375,
+  -0.005265211220830679,
+  -0.005771999713033438,
+  -0.004428036976605654,
+  -0.004990541376173496,
+  -0.005195997189730406,
+  -0.004063368774950504,
+  -0.003612276865169406,
+  -0.005755958613008261,
+  -0.0036064963787794113
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a2-n16k-syn/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-E19-a2-n16k-syn/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..21468f1c559d27a2b1a1089af5f9de37e85531f9
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a2-n16k-syn/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
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+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a2-n16k-syn/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-E19-a2-n16k-syn/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..25a63bcd41d5ac7c9e58fdebeb625b5abeebb515
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a2-n16k-syn/ckpt-16000/judge_config.json
@@ -0,0 +1,164 @@
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+ "hidden_size": 4096,
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+  "ranges": {
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\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a2-n16k-syn/train_log.jsonl b/meta_only/podC/e16/S1-E19-a2-n16k-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5ececd003154e67bd631e69dec5df7f75f8ccd7f
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a2-n16k-syn/train_log.jsonl
@@ -0,0 +1,57 @@
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+{"time": "20:28:28", "event": "step", "step": 420, "rows_seen": 13440, "lr": 1.1236192515387821e-05, "tok_per_s": 1368.0275983461577, "loss": 0.5791216529905796, "entropy": 0.5490939393639565, "sharp": 0.2308947592973709}
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+{"time": "20:36:44", "event": "step", "step": 460, "rows_seen": 14720, "lr": 6.585509610150972e-06, "tok_per_s": 1372.5574457306723, "loss": 0.5484344065189362, "entropy": 0.4992627948522568, "sharp": 0.27036235574632883}
+{"time": "20:38:49", "event": "step", "step": 470, "rows_seen": 15040, "lr": 5.894036597333646e-06, "tok_per_s": 1373.1921440867266, "loss": 0.5624833889305592, "entropy": 0.5187158361077309, "sharp": 0.262727040797472}
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+{"time": "20:47:47", "event": "ckpt", "tag": "ckpt-16000", "rows_seen": 16000, "replay_seen": 842, "step": 500, "tokens": 8990682, "tok_per_s": 1344.3311516320903, "rows_per_s": 2.5182989732403476, "val": {"n": 1200, "dropped_long": 0, "noul_ce": 0.5937631726264954, "noul_T": 0.9047572871969928, "choice_ce": 0.6747161149978638, "choice_T": 1.0927370167860686, "score_ce": 1.0584912300109863, "score_T": 0.9967048444491559, "noul_auc": 0.7048618666666668, "noul_acc": 0.678, "noul_f1": 0.7456556082148499, "noul_nll": 0.6039860939010978, "noul_ece": 0.06863907600939272, "noul_brier": 0.20806680856170295, "noul_sharp": 0.15675228834152222, "entropy": 0.6183658838272095}, "dropped_long": 0, "peak_gib": 18.282336711883545}
diff --git a/meta_only/podC/e16/S1-E19-a2-n4k-syn/ckpt-4000/adapter/adapter_config.json b/meta_only/podC/e16/S1-E19-a2-n4k-syn/ckpt-4000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..85b35860e89ff95a3c2e241cfcb703f6d2ac700a
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a2-n4k-syn/ckpt-4000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "in_proj_qkv",
+    "o_proj",
+    "up_proj",
+    "v_proj",
+    "k_proj",
+    "out_proj",
+    "down_proj",
+    "q_proj",
+    "gate_proj",
+    "in_proj_z"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a2-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-E19-a2-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a2-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a2-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-E19-a2-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..f9c6e47e6c7f33838f367e2eedd76ff4a9d90f94
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a2-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0005256762378849089,
+  -0.0005259253084659576,
+  -0.0029678877908736467,
+  -0.001566614955663681,
+  -0.00047902646474540234,
+  0.0017906972207129002,
+  0.00098438432905823,
+  -0.002654651878401637,
+  -0.0009794131619855762,
+  -0.00026712173712439835,
+  -0.000520659436006099,
+  -5.9264013543725014e-05,
+  3.072969047934748e-05,
+  -0.0016362600727006793,
+  -0.0030384494457393885,
+  -0.005069107282906771,
+  -0.0059344167821109295,
+  -0.00434917164966464,
+  -0.00492890877649188,
+  -0.004935820586979389,
+  -0.003990642260760069,
+  -0.0033509230706840754,
+  -0.005591134075075388,
+  -0.0034640158992260695
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a2-n4k-syn/ckpt-4000/calibration.json b/meta_only/podC/e16/S1-E19-a2-n4k-syn/ckpt-4000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..1591ef02826a5a57dd3f95eafaa7f6961d8f0007
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a2-n4k-syn/ckpt-4000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.7976607958335178,
+  "choice": 1.0480576103462877,
+  "score": 0.9772408267133207
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.7976607958335178,
+   "ce_before": 0.6109311580657959,
+   "ce_after": 0.6083136796951294
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.0480576103462877,
+   "ce_before": 0.6630677580833435,
+   "ce_after": 0.6625598073005676
+  },
+  "score": {
+   "n": 53,
+   "T": 0.9772408267133207,
+   "ce_before": 1.0418148040771484,
+   "ce_after": 1.0416542291641235
+  }
+ },
+ "source": "models/e16/S1-E19-a2-n4k-syn/ckpt-4000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a2-n4k-syn/ckpt-4000/judge_config.json b/meta_only/podC/e16/S1-E19-a2-n4k-syn/ckpt-4000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f2eb7e0ec8719dea64b2266fcb4b45c057d3a86f
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a2-n4k-syn/ckpt-4000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-E19-a2-n4k-syn/ckpt-4000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e19/E19-a2-n4k",
+  "data_manifest": {
+   "arm": "E19-a2-n4k",
+   "name": null,
+   "train_sha256": "f0c18ffa853f8dd8edf8cbc8352c1fe516a038b3c296bc586fc10484011803f0",
+   "n_train": 4000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps",
+  "total_rows": 4000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-4000",
+  "rows_seen": 4000,
+  "replay_seen": 210,
+  "step": 125,
+  "tokens": 2216473,
+  "tok_per_s": 1284.1550259445717,
+  "rows_per_s": 2.4391421201636994,
+  "val": {
+   "n": 1200,
+   "dropped_long": 0,
+   "noul_ce": 0.6109311580657959,
+   "noul_T": 0.7976607958335178,
+   "choice_ce": 0.6630677580833435,
+   "choice_T": 1.0480576103462877,
+   "score_ce": 1.0418148040771484,
+   "score_T": 0.9772408267133207,
+   "noul_auc": 0.7112874666666666,
+   "noul_acc": 0.663,
+   "noul_f1": 0.7146486028789162,
+   "noul_nll": 0.6216352039352059,
+   "noul_ece": 0.10889602878689766,
+   "noul_brier": 0.2159213391526341,
+   "noul_sharp": 0.12785722315311432,
+   "entropy": 0.6435374617576599
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.280096530914307
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-a2-n4k-syn/train_log.jsonl b/meta_only/podC/e16/S1-E19-a2-n4k-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..8b594a9b3203cb5539343a5f3f7a1a605b666406
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-a2-n4k-syn/train_log.jsonl
@@ -0,0 +1,15 @@
+{"time": "11:30:32", "event": "start", "data": "data/e19/E19-a2-n4k", "data_manifest": {"arm": "E19-a2-n4k", "name": null, "train_sha256": "f0c18ffa853f8dd8edf8cbc8352c1fe516a038b3c296bc586fc10484011803f0", "n_train": 4000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps", "total_rows": 4000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 13.097139358520508}
+{"time": "11:32:43", "event": "step", "step": 10, "rows_seen": 320, "lr": 9.923040269974204e-05, "tok_per_s": 1411.521262359169, "loss": 0.5071692038327456, "entropy": 0.42701626010239124, "sharp": 0.3178777229040861}
+{"time": "11:34:52", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.55208574963224e-05, "tok_per_s": 1416.1282172619933, "loss": 0.5772335268557072, "entropy": 0.6329679861664772, "sharp": 0.155979722738266}
+{"time": "11:36:55", "event": "step", "step": 30, "rows_seen": 960, "lr": 8.897432118673851e-05, "tok_per_s": 1411.0299353974756, "loss": 0.49778161756694317, "entropy": 0.36471294052898884, "sharp": 0.3717123679816723}
+{"time": "11:38:59", "event": "step", "step": 40, "rows_seen": 1280, "lr": 8.002250216471678e-05, "tok_per_s": 1410.7370876714228, "loss": 0.5755356289446354, "entropy": 0.6367705538868904, "sharp": 0.13117051031440496}
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+{"time": "11:59:19", "event": "ckpt", "tag": "ckpt-4000", "rows_seen": 4000, "replay_seen": 210, "step": 125, "tokens": 2216473, "tok_per_s": 1284.1550259445717, "rows_per_s": 2.4391421201636994, "val": {"n": 1200, "dropped_long": 0, "noul_ce": 0.6109311580657959, "noul_T": 0.7976607958335178, "choice_ce": 0.6630677580833435, "choice_T": 1.0480576103462877, "score_ce": 1.0418148040771484, "score_T": 0.9772408267133207, "noul_auc": 0.7112874666666666, "noul_acc": 0.663, "noul_f1": 0.7146486028789162, "noul_nll": 0.6216352039352059, "noul_ece": 0.10889602878689766, "noul_brier": 0.2159213391526341, "noul_sharp": 0.12785722315311432, "entropy": 0.6435374617576599}, "dropped_long": 0, "peak_gib": 18.280096530914307}
diff --git a/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7efeba86fac353a33cf0919e7002fb3e4d5efd2e
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "out_proj",
+    "o_proj",
+    "down_proj",
+    "up_proj",
+    "gate_proj",
+    "k_proj",
+    "in_proj_qkv",
+    "v_proj",
+    "q_proj",
+    "in_proj_z"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..fae6acd32b30defaab49302f83bc7f4d015cbdc8
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0004370776005089283,
+  -0.00043733397615142167,
+  -0.0022921222262084484,
+  -0.0011354880407452583,
+  -0.00039454331272281706,
+  0.001986559247598052,
+  0.0012860047863796353,
+  -0.0024497373960912228,
+  3.950556128984317e-05,
+  -0.0003206657129339874,
+  0.0001367146905977279,
+  0.0007014995208010077,
+  -0.0008234233246184886,
+  -0.0034844228066504,
+  -0.004320643376559019,
+  -0.005092154256999493,
+  -0.0059181880205869675,
+  -0.004355881828814745,
+  -0.0049287620931863785,
+  -0.004949923604726791,
+  -0.003764262655749917,
+  -0.0033488688059151173,
+  -0.005670078564435244,
+  -0.0034629900474101305
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..f6d935be0e42ff1e2763def95d4b14a21c282ed0
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.7996195863355682,
+  "choice": 1.0069859575621012,
+  "score": 0.9734262469204238
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.7996195863355682,
+   "ce_before": 0.5707134008407593,
+   "ce_after": 0.5669955611228943
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.0069859575621012,
+   "ce_before": 0.6751356720924377,
+   "ce_after": 0.6751259565353394
+  },
+  "score": {
+   "n": 53,
+   "T": 0.9734262469204238,
+   "ce_before": 1.0700172185897827,
+   "ce_after": 1.0698004961013794
+  }
+ },
+ "source": "models/e16/S1-E19-b-n16k-soft-syn/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..73156c03551520bf42cd665a5b1d7e7dd836d95c
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/ckpt-16000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-E19-b-n16k-soft-syn/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e19/E19-b-n16k-soft",
+  "data_manifest": {
+   "arm": "E19-b-n16k-soft",
+   "name": null,
+   "train_sha256": "e9810c45d7a6a8baa9971c3b5084cf97eb8820c30904c8aed2faa644a7b073e3",
+   "n_train": 16000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps",
+  "total_rows": 16000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-16000",
+  "rows_seen": 16000,
+  "replay_seen": 842,
+  "step": 500,
+  "tokens": 9808867,
+  "tok_per_s": 1359.8819319581305,
+  "rows_per_s": 2.334941588334267,
+  "val": {
+   "n": 1200,
+   "dropped_long": 0,
+   "noul_ce": 0.5707134008407593,
+   "noul_T": 0.7996195863355682,
+   "choice_ce": 0.6751356720924377,
+   "choice_T": 1.0069859575621012,
+   "score_ce": 1.0700172185897827,
+   "score_T": 0.9734262469204238,
+   "noul_auc": 0.7283797333333333,
+   "noul_acc": 0.689,
+   "noul_f1": 0.7734887108521485,
+   "noul_nll": 0.5846988298594952,
+   "noul_ece": 0.05261638000607493,
+   "noul_brier": 0.19981579933137392,
+   "noul_sharp": 0.16552716493606567,
+   "entropy": 0.6134412884712219
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.282634735107422
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/train_log.jsonl b/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ee36a43adec566a86cdf5e778e4a85dcb4d5a447
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n16k-soft-syn/train_log.jsonl
@@ -0,0 +1,57 @@
+{"time": "06:23:58", "event": "start", "data": "data/e19/E19-b-n16k-soft", "data_manifest": {"arm": "E19-b-n16k-soft", "name": null, "train_sha256": "e9810c45d7a6a8baa9971c3b5084cf97eb8820c30904c8aed2faa644a7b073e3", "n_train": 16000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps", "total_rows": 16000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 38.424560546875}
+{"time": "06:26:17", "event": "step", "step": 10, "rows_seen": 320, "lr": 7.333333333333333e-05, "tok_per_s": 1395.3231581141401, "loss": 0.641099140048027, "entropy": 0.6705117002129555, "sharp": 0.08631224930286407}
+{"time": "06:28:27", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.997508952966197e-05, "tok_per_s": 1410.2915765137743, "loss": 0.6427566800266504, "entropy": 0.6588920038193464, "sharp": 0.10246298648416996}
+{"time": "06:30:48", "event": "step", "step": 30, "rows_seen": 960, "lr": 9.977596250541417e-05, "tok_per_s": 1418.4978221149474, "loss": 0.684875875711441, "entropy": 0.6326111778616905, "sharp": 0.14749734476208687}
+{"time": "06:33:03", "event": "step", "step": 40, "rows_seen": 1280, "lr": 9.937854366485982e-05, "tok_per_s": 1422.9581882755717, "loss": 0.6979268006980419, "entropy": 0.6591690853238106, "sharp": 0.11248837597668171}
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diff --git a/meta_only/podC/e16/S1-E19-b-n16k-syn/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-E19-b-n16k-syn/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8c130fd81b0a1da5ba41e5abc889651ee9cc5f0c
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n16k-syn/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "o_proj",
+    "v_proj",
+    "in_proj_z",
+    "k_proj",
+    "in_proj_qkv",
+    "q_proj",
+    "up_proj",
+    "gate_proj",
+    "out_proj",
+    "down_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-b-n16k-syn/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-E19-b-n16k-syn/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n16k-syn/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-b-n16k-syn/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-E19-b-n16k-syn/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..d28354755b2b186733524adc5f458d1f2b62a9dd
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n16k-syn/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0004297732375562191,
+  -0.0004300280415918678,
+  -0.0022600034717470407,
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+   "score": [
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+   "B",
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+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-b-n16k-syn/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-E19-b-n16k-syn/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..df6dafd8ba8c98f9946a01baf9ccb1b6436a638d
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n16k-syn/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.8606150402349432,
+  "choice": 1.048862278686841,
+  "score": 1.007375297200242
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+ "fit": {
+  "noul": {
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+   "T": 0.8606150402349432,
+   "ce_before": 0.5730111002922058,
+   "ce_after": 0.5712969303131104
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+   "T": 1.048862278686841,
+   "ce_before": 0.6754322052001953,
+   "ce_after": 0.6749106645584106
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+   "T": 1.007375297200242,
+   "ce_before": 1.0728119611740112,
+   "ce_after": 1.0727977752685547
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+ },
+ "source": "models/e16/S1-E19-b-n16k-syn/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-b-n16k-syn/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-E19-b-n16k-syn/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0438b8bc47bd337f540c7658c03fbcb118220cea
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n16k-syn/ckpt-16000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
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+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
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+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
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+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-E19-b-n16k-syn/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e19/E19-b-n16k",
+  "data_manifest": {
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+  "init": "released",
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+  "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps",
+  "total_rows": 16000,
+  "lora": {
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+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
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+  "tokens": 9808867,
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+  "dropped_long": 0,
+  "peak_gib": 18.282634735107422
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+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-b-n16k-syn/train_log.jsonl b/meta_only/podC/e16/S1-E19-b-n16k-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b242719810668e71480a63ee91ad5ef61ad0bd0c
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n16k-syn/train_log.jsonl
@@ -0,0 +1,57 @@
+{"time": "13:04:40", "event": "start", "data": "data/e19/E19-b-n16k", "data_manifest": {"arm": "E19-b-n16k", "name": null, "train_sha256": "9e31412d9aac0064859cdf9aae1636242d1a9dbfc3ab398a1f5ec10da1e7a50e", "n_train": 16000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps", "total_rows": 16000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 13.354696035385132}
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diff --git a/meta_only/podC/e16/S1-E19-b-n4k-syn/ckpt-4000/adapter/adapter_config.json b/meta_only/podC/e16/S1-E19-b-n4k-syn/ckpt-4000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2e0f7f2ddd79096e3680ccc22fc09a1a61d444d7
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n4k-syn/ckpt-4000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "in_proj_qkv",
+    "k_proj",
+    "out_proj",
+    "o_proj",
+    "v_proj",
+    "gate_proj",
+    "in_proj_z",
+    "q_proj",
+    "up_proj",
+    "down_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-b-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-E19-b-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-b-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-E19-b-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..a094ed4301104f522b5dd90c1ce74dffb043750d
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.00034568874980323017,
+  -0.00034593677264638245,
+  -0.0032313589472323656,
+  -0.0018084117909893394,
+  -0.0005193057586438954,
+  0.0018576451111584902,
+  0.0011545668821781874,
+  -0.0025591563899070024,
+  -0.0009990816470235586,
+  -0.0006071000243537128,
+  -0.0009048727224580944,
+  -7.070715219015256e-05,
+  0.00019903336942661554,
+  -0.001627005054615438,
+  -0.003064831020310521,
+  -0.005064287688583136,
+  -0.005934138782322407,
+  -0.004349055700004101,
+  -0.004926637280732393,
+  -0.004924265202134848,
+  -0.00397958280518651,
+  -0.003337837290018797,
+  -0.005591725464910269,
+  -0.0034589830320328474
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-b-n4k-syn/ckpt-4000/calibration.json b/meta_only/podC/e16/S1-E19-b-n4k-syn/ckpt-4000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..095fa8a792c1365402ac082be197b6b323fbf244
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n4k-syn/ckpt-4000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.7685758737278032,
+  "choice": 1.0377340857665667,
+  "score": 0.9826904204735974
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.7685758737278032,
+   "ce_before": 0.5818226933479309,
+   "ce_after": 0.577202558517456
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.0377340857665667,
+   "ce_before": 0.6676105856895447,
+   "ce_after": 0.6673017740249634
+  },
+  "score": {
+   "n": 53,
+   "T": 0.9826904204735974,
+   "ce_before": 1.0435280799865723,
+   "ce_after": 1.0434342622756958
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+ },
+ "source": "models/e16/S1-E19-b-n4k-syn/ckpt-4000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-b-n4k-syn/ckpt-4000/judge_config.json b/meta_only/podC/e16/S1-E19-b-n4k-syn/ckpt-4000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ee9f50edbb552fc5d470292dfeae851567d6be54
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n4k-syn/ckpt-4000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-E19-b-n4k-syn/ckpt-4000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e19/E19-b-n4k",
+  "data_manifest": {
+   "arm": "E19-b-n4k",
+   "name": null,
+   "train_sha256": "f6c266a182ccc61b476eb15d112b13b7504027bcfb76ada104add064f5e9eb0b",
+   "n_train": 4000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps",
+  "total_rows": 4000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-4000",
+  "rows_seen": 4000,
+  "replay_seen": 210,
+  "step": 125,
+  "tokens": 2434864,
+  "tok_per_s": 1306.7396845693465,
+  "rows_per_s": 2.2594173910352113,
+  "val": {
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+   "dropped_long": 0,
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+   "noul_T": 0.7685758737278032,
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+   "choice_T": 1.0377340857665667,
+   "score_ce": 1.0435280799865723,
+   "score_T": 0.9826904204735974,
+   "noul_auc": 0.7074815999999999,
+   "noul_acc": 0.691,
+   "noul_f1": 0.7695749440715883,
+   "noul_nll": 0.6001738878861069,
+   "noul_ece": 0.05198025575280191,
+   "noul_brier": 0.20643485906425132,
+   "noul_sharp": 0.1513228714466095,
+   "entropy": 0.6242910027503967
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.282634735107422
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-E19-b-n4k-syn/train_log.jsonl b/meta_only/podC/e16/S1-E19-b-n4k-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ab737e64b2e64fe5ae9cf77fe11a71945286bf0b
--- /dev/null
+++ b/meta_only/podC/e16/S1-E19-b-n4k-syn/train_log.jsonl
@@ -0,0 +1,15 @@
+{"time": "08:36:57", "event": "start", "data": "data/e19/E19-b-n4k", "data_manifest": {"arm": "E19-b-n4k", "name": null, "train_sha256": "f6c266a182ccc61b476eb15d112b13b7504027bcfb76ada104add064f5e9eb0b", "n_train": 4000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps", "total_rows": 4000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 38.619123697280884}
+{"time": "08:39:17", "event": "step", "step": 10, "rows_seen": 320, "lr": 9.923040269974204e-05, "tok_per_s": 1395.1902228036531, "loss": 0.652608759701252, "entropy": 0.6663812324404716, "sharp": 0.09333139192312956}
+{"time": "08:41:26", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.55208574963224e-05, "tok_per_s": 1408.063235389514, "loss": 0.6964635793119669, "entropy": 0.678698219358921, "sharp": 0.0688387518748641}
+{"time": "08:43:48", "event": "step", "step": 30, "rows_seen": 960, "lr": 8.897432118673851e-05, "tok_per_s": 1414.4437910962401, "loss": 0.708336241543293, "entropy": 0.675521232187748, "sharp": 0.08206247817724943}
+{"time": "08:46:04", "event": "step", "step": 40, "rows_seen": 1280, "lr": 8.002250216471678e-05, "tok_per_s": 1417.9911461911324, "loss": 0.6829673163592815, "entropy": 0.6360097676515579, "sharp": 0.15014339610934258}
+{"time": "08:48:20", "event": "step", "step": 50, "rows_seen": 1600, "lr": 6.925572411108201e-05, "tok_per_s": 1420.5226790693705, "loss": 0.6457732208073139, "entropy": 0.6594375744462013, "sharp": 0.09604541305452585}
+{"time": "08:50:36", "event": "step", "step": 60, "rows_seen": 1920, "lr": 5.738399736402462e-05, "tok_per_s": 1424.658320032578, "loss": 0.6495788916945457, "entropy": 0.6481242142617702, "sharp": 0.1252441294491291}
+{"time": "08:52:55", "event": "step", "step": 70, "rows_seen": 2240, "lr": 4.519019760655705e-05, "tok_per_s": 1424.6530057432938, "loss": 0.6421274617314339, "entropy": 0.6773120537400246, "sharp": 0.07132185250520706}
+{"time": "08:55:13", "event": "step", "step": 80, "rows_seen": 2560, "lr": 3.3478439481564835e-05, "tok_per_s": 1424.9307027092425, "loss": 0.7269035167992115, "entropy": 0.6145926862955093, "sharp": 0.17084839940071106}
+{"time": "08:57:28", "event": "step", "step": 90, "rows_seen": 2880, "lr": 2.3021049613197416e-05, "tok_per_s": 1426.1053688075604, "loss": 0.6593592278659344, "entropy": 0.6695116572082043, "sharp": 0.09117608424276114}
+{"time": "08:59:44", "event": "step", "step": 100, "rows_seen": 3200, "lr": 1.4507635874863332e-05, "tok_per_s": 1425.928846327255, "loss": 0.6281893737614155, "entropy": 0.6697938703000546, "sharp": 0.08889850601553917}
+{"time": "09:00:34", "event": "val", "step": 100, "rows_seen": 3200, "n": 500, "dropped_long": 0, "noul_ce": 0.6060494780540466, "noul_T": 0.7160461231995832, "noul_auc": 0.7146546049855699, "noul_acc": 0.704, "noul_f1": 0.76875, "noul_nll": 0.6085213463753462, "noul_ece": 0.08038864970207213, "noul_brier": 0.20978388987763105, "noul_sharp": 0.12991498410701752, "entropy": 0.6386487483978271}
+{"time": "09:02:54", "event": "step", "step": 110, "rows_seen": 3520, "lr": 8.49961150805399e-06, "tok_per_s": 1380.9909036892957, "loss": 0.6725332476198673, "entropy": 0.6620284654200077, "sharp": 0.10374326631426811}
+{"time": "09:05:07", "event": "step", "step": 120, "rows_seen": 3840, "lr": 5.3931729785351795e-06, "tok_per_s": 1383.1781833321393, "loss": 0.6242509130388498, "entropy": 0.6576072052121162, "sharp": 0.10790844075381756}
+{"time": "09:08:02", "event": "ckpt", "tag": "ckpt-4000", "rows_seen": 4000, "replay_seen": 210, "step": 125, "tokens": 2434864, "tok_per_s": 1306.7396845693465, "rows_per_s": 2.2594173910352113, "val": {"n": 1200, "dropped_long": 0, "noul_ce": 0.5818226933479309, "noul_T": 0.7685758737278032, "choice_ce": 0.6676105856895447, "choice_T": 1.0377340857665667, "score_ce": 1.0435280799865723, "score_T": 0.9826904204735974, "noul_auc": 0.7074815999999999, "noul_acc": 0.691, "noul_f1": 0.7695749440715883, "noul_nll": 0.6001738878861069, "noul_ece": 0.05198025575280191, "noul_brier": 0.20643485906425132, "noul_sharp": 0.1513228714466095, "entropy": 0.6242910027503967}, "dropped_long": 0, "peak_gib": 18.282634735107422}
diff --git a/meta_only/podC/e16/S1-F1poolJev16-rp/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-F1poolJev16-rp/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..712eec5919a3eab65e37c9ad7c5c82fdbee4c66c
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev16-rp/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "k_proj",
+    "up_proj",
+    "q_proj",
+    "in_proj_z",
+    "v_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "down_proj",
+    "o_proj",
+    "out_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F1poolJev16-rp/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-F1poolJev16-rp/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev16-rp/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F1poolJev16-rp/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-F1poolJev16-rp/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..592bdf74cccd6e6f2b8c06a3ce7d56348f5ed53e
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev16-rp/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0004445845552254468,
+  -0.00044484337558969855,
+  -0.002266105031594634,
+  -0.0018330224556848407,
+  -0.0006589297554455698,
+  0.0016835161950439215,
+  0.0010155835188925266,
+  -0.002915235934779048,
+  -0.00011559721315279603,
+  -0.00029230504878796637,
+  -0.00016400933964177966,
+  0.00024293824390042573,
+  -0.0003498838050290942,
+  -0.0036394745111465454,
+  -0.004487951751798391,
+  -0.005630992818623781,
+  -0.005631037522107363,
+  -0.004504363052546978,
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+  -0.005216071382164955,
+  -0.004032212309539318,
+  -0.003668340854346752,
+  -0.005805127322673798,
+  -0.003655067179352045
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F1poolJev16-rp/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-F1poolJev16-rp/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..57029c986565f927f66979d26ed0235fa7ba0a73
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev16-rp/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.8498741058343346,
+  "choice": 1.0199980117345528,
+  "score": 0.9772637150481546
+ },
+ "fit": {
+  "noul": {
+   "n": 2087,
+   "T": 0.8498741058343346,
+   "ce_before": 0.5276942849159241,
+   "ce_after": 0.5249777436256409
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.0199980117345528,
+   "ce_before": 0.6623139977455139,
+   "ce_after": 0.6622275114059448
+  },
+  "score": {
+   "n": 53,
+   "T": 0.9772637150481546,
+   "ce_before": 1.0459426641464233,
+   "ce_after": 1.0457814931869507
+  }
+ },
+ "source": "models/e16/S1-F1poolJev16-rp/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F1poolJev16-rp/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-F1poolJev16-rp/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..040c2b41a72e61575c6b35c1a6a2caf6ccf3d8e6
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev16-rp/ckpt-16000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-F1poolJev16-rp/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e15/F1-pool-jev",
+  "data_manifest": {
+   "arm": "F1-pool-jev",
+   "name": "F1-pool-jev",
+   "train_sha256": "33278ed5393e703c3cb6be07e1a9bc09b521d1c79801078ff875904387ee7ecb",
+   "n_train": 64000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps",
+  "total_rows": 16000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-16000",
+  "rows_seen": 16000,
+  "replay_seen": 842,
+  "step": 500,
+  "tokens": 10655956,
+  "tok_per_s": 1340.769396101485,
+  "rows_per_s": 2.1191189380255646,
+  "val": {
+   "n": 2200,
+   "dropped_long": 0,
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+   "noul_T": 0.8498741058343346,
+   "choice_ce": 0.6623139977455139,
+   "choice_T": 1.0199980117345528,
+   "score_ce": 1.0459426641464233,
+   "score_T": 0.9772637150481546,
+   "noul_auc": 0.7776549648252538,
+   "noul_acc": 0.737,
+   "noul_f1": 0.806047197640118,
+   "noul_nll": 0.5317924167755991,
+   "noul_ece": 0.047244795709848394,
+   "noul_brier": 0.17730553710900523,
+   "noul_sharp": 0.21554674208164215,
+   "entropy": 0.5635025501251221
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.282634258270264
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F1poolJev16-rp/train_log.jsonl b/meta_only/podC/e16/S1-F1poolJev16-rp/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ad9a6a18a94dcf2b26d452a4c770ef43387dd4ed
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev16-rp/train_log.jsonl
@@ -0,0 +1,57 @@
+{"time": "23:03:14", "event": "start", "data": "data/e15/F1-pool-jev", "data_manifest": {"arm": "F1-pool-jev", "name": "F1-pool-jev", "train_sha256": "33278ed5393e703c3cb6be07e1a9bc09b521d1c79801078ff875904387ee7ecb", "n_train": 64000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps", "total_rows": 16000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 40.37867259979248}
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diff --git a/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..72b11637e67d8cd86a27762ad144cd2502c91373
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "up_proj",
+    "o_proj",
+    "out_proj",
+    "in_proj_qkv",
+    "v_proj",
+    "in_proj_z",
+    "q_proj",
+    "gate_proj",
+    "k_proj",
+    "down_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
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+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
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+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..4b5f16112e5e0ce18c0f235b2af0fa3cca90d19d
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
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+  39,
+  40,
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+  "ranges": {
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+   "choice": [
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+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..ec5386d9dbc7e3049905b6d3d3b5975729b49cda
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.8513014014834599,
+  "choice": 1.0137597906837046,
+  "score": 1.0856232046443492
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+ "fit": {
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+   "T": 0.8513014014834599,
+   "ce_before": 0.5261444449424744,
+   "ce_after": 0.5234718918800354
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.0137597906837046,
+   "ce_before": 0.714280903339386,
+   "ce_after": 0.7142382860183716
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+  "score": {
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+   "T": 1.0856232046443492,
+   "ce_before": 1.1209250688552856,
+   "ce_after": 1.1188633441925049
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+ },
+ "source": "models/e16/S1-F1poolJev64-rp/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e4b8b32057a5bf6e7fa628ff4798316d0d527fbd
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-16000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
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+   "choice": [
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+  },
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+   "5",
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+   "J",
+   "K",
+   "L",
+   "M",
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+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
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+  40,
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+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-F1poolJev64-rp/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e15/F1-pool-jev",
+  "data_manifest": {
+   "arm": "F1-pool-jev",
+   "name": "F1-pool-jev",
+   "train_sha256": "33278ed5393e703c3cb6be07e1a9bc09b521d1c79801078ff875904387ee7ecb",
+   "n_train": 64000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 2000 steps",
+  "total_rows": 64000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
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+  "replay_seen": 842,
+  "step": 500,
+  "tokens": 10655956,
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+   "noul_ce": 0.5261444449424744,
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+   "noul_acc": 0.735,
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+   "noul_nll": 0.5300771337933838,
+   "noul_ece": 0.04573092176020144,
+   "noul_brier": 0.17679113937036076,
+   "noul_sharp": 0.21547271311283112,
+   "entropy": 0.5615574717521667
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.282634258270264
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-64000/adapter/adapter_config.json b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-64000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..72b11637e67d8cd86a27762ad144cd2502c91373
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-64000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "up_proj",
+    "o_proj",
+    "out_proj",
+    "in_proj_qkv",
+    "v_proj",
+    "in_proj_z",
+    "q_proj",
+    "gate_proj",
+    "k_proj",
+    "down_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-64000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-64000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-64000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-64000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-64000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..6bb2ece94cbceaa027793f1fcab9bcdb5e289bc9
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-64000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
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+  -0.0036284823436290026,
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+ "verbalizer_ids": [
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+  34,
+  35,
+  36,
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+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
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+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-64000/calibration.json b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-64000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..115103d87cb0095fad37e1c647c5646c6f9cfa9a
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-64000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.7837499660588049,
+  "choice": 1.0310905563324595,
+  "score": 1.0038335926287578
+ },
+ "fit": {
+  "noul": {
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+   "T": 0.7837499660588049,
+   "ce_before": 0.5206815004348755,
+   "ce_after": 0.5147730708122253
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+  "choice": {
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+   "T": 1.0310905563324595,
+   "ce_before": 0.6738867163658142,
+   "ce_after": 0.6736864447593689
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+  "score": {
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+   "ce_before": 1.0664595365524292,
+   "ce_after": 1.0664554834365845
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+ },
+ "source": "models/e16/S1-F1poolJev64-rp/ckpt-64000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-64000/judge_config.json b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-64000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3415901de5cbfd0492150ef6a570a04fe9556ccf
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev64-rp/ckpt-64000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
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+    2
+   ],
+   "score": [
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+    8
+   ],
+   "choice": [
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+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
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+   "3",
+   "4",
+   "5",
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+   "J",
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+   "L",
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+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
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+  34,
+  35,
+  36,
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+ "kinds": [
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+ "softcap": null,
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+  "peak_gib": 18.285059452056885
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F1poolJev64-rp/train_log.jsonl b/meta_only/podC/e16/S1-F1poolJev64-rp/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..272d7b79ec6074932b76f6bf7e1a17e746c35ede
--- /dev/null
+++ b/meta_only/podC/e16/S1-F1poolJev64-rp/train_log.jsonl
@@ -0,0 +1,223 @@
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diff --git a/meta_only/podC/e16/S1-F2flat-rp/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-F2flat-rp/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e2056cf335a6f2536e437a03f2e7dc1dadf42d00
--- /dev/null
+++ b/meta_only/podC/e16/S1-F2flat-rp/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "o_proj",
+    "in_proj_qkv",
+    "q_proj",
+    "k_proj",
+    "gate_proj",
+    "up_proj",
+    "out_proj",
+    "v_proj",
+    "in_proj_z",
+    "down_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F2flat-rp/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-F2flat-rp/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-F2flat-rp/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F2flat-rp/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-F2flat-rp/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..c765fbe0910990f0966d720ae3936fff62aecad0
--- /dev/null
+++ b/meta_only/podC/e16/S1-F2flat-rp/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.00017477822257205844,
+  -0.00017503816343378276,
+  -0.002882774919271469,
+  -0.0017829647986218333,
+  -0.0004810465907212347,
+  0.0017570890486240387,
+  0.0013880806509405375,
+  -0.002748231403529644,
+  -0.000257921579759568,
+  -0.00028374826069921255,
+  0.00016646436415612698,
+  0.00033047626493498683,
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+  -0.003700950648635626,
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+  -0.005145042669028044,
+  -0.006035347003489733,
+  -0.0044782208278775215,
+  -0.004948364570736885,
+  -0.004985468462109566,
+  -0.0038768502417951822,
+  -0.0034063528291881084,
+  -0.0056389011442661285,
+  -0.003509892849251628
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F2flat-rp/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-F2flat-rp/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..405de5cbd00e3cdb22b16e01db871eafa56ce5fb
--- /dev/null
+++ b/meta_only/podC/e16/S1-F2flat-rp/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.9577015879499124,
+  "choice": 1.0065438127422432,
+  "score": 0.9742673293602686
+ },
+ "fit": {
+  "noul": {
+   "n": 2087,
+   "T": 0.9577015879499124,
+   "ce_before": 0.5686512589454651,
+   "ce_after": 0.5685175061225891
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.0065438127422432,
+   "ce_before": 0.664111852645874,
+   "ce_after": 0.6641029119491577
+  },
+  "score": {
+   "n": 53,
+   "T": 0.9742673293602686,
+   "ce_before": 1.0495474338531494,
+   "ce_after": 1.0493348836898804
+  }
+ },
+ "source": "models/e16/S1-F2flat-rp/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F2flat-rp/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-F2flat-rp/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..140af608c346c4525185c5a8ca20832217736b61
--- /dev/null
+++ b/meta_only/podC/e16/S1-F2flat-rp/ckpt-16000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-F2flat-rp/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e15/F2-flat",
+  "data_manifest": {
+   "arm": "F2-syn",
+   "name": "F2-flat",
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+   "n_train": 64000
+  },
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+  "objective": "s-log",
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+  "K": 8,
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+  "lora": {
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+  "step": 500,
+  "tokens": 9060921,
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+   "noul_sharp": 0.18109376728534698,
+   "entropy": 0.5798315405845642
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.284047603607178
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-F2flat-rp/train_log.jsonl b/meta_only/podC/e16/S1-F2flat-rp/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..f508a5ee3ecf4842e732f024b333ac731343c1b1
--- /dev/null
+++ b/meta_only/podC/e16/S1-F2flat-rp/train_log.jsonl
@@ -0,0 +1,57 @@
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diff --git a/meta_only/podC/e16/S1-G-d4096-n4k-syn/ckpt-4000/adapter/adapter_config.json b/meta_only/podC/e16/S1-G-d4096-n4k-syn/ckpt-4000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a2aac697d3324b8e1d6f5e62847d458b3c5cd10c
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d4096-n4k-syn/ckpt-4000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "in_proj_qkv",
+    "in_proj_z",
+    "o_proj",
+    "down_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj",
+    "k_proj",
+    "gate_proj",
+    "out_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d4096-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-G-d4096-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d4096-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d4096-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-G-d4096-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..8c37309b43d3e3ad6332f458b8cecb2805d6bbad
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d4096-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0003473477263469249,
+  -0.0003475984849501401,
+  -0.0031822174787521362,
+  -0.0014663449255749583,
+  -0.0003431471122894436,
+  0.001984231173992157,
+  0.0011623360915109515,
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+  -0.0007469538832083344,
+  -0.0005213005351833999,
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+  -1.3230596778157633e-06,
+  -0.001710965996608138,
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+  -0.005934306886047125,
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+  -0.004041745327413082,
+  -0.003362417221069336,
+  -0.005596514791250229,
+  -0.0034669646993279457
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d4096-n4k-syn/ckpt-4000/calibration.json b/meta_only/podC/e16/S1-G-d4096-n4k-syn/ckpt-4000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..1f6a6ccaf07ec6319b5440f25a45820668a6d21e
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d4096-n4k-syn/ckpt-4000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.8649272005078125,
+  "choice": 1.0359776591081418,
+  "score": 1.024336871501445
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.8649272005078125,
+   "ce_before": 0.5634517669677734,
+   "ce_after": 0.5617401003837585
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.0359776591081418,
+   "ce_before": 0.6605294942855835,
+   "ce_after": 0.6602546572685242
+  },
+  "score": {
+   "n": 53,
+   "T": 1.024336871501445,
+   "ce_before": 1.0483226776123047,
+   "ce_after": 1.048144817352295
+  }
+ },
+ "source": "models/e16/S1-G-d4096-n4k-syn/ckpt-4000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d4096-n4k-syn/ckpt-4000/judge_config.json b/meta_only/podC/e16/S1-G-d4096-n4k-syn/ckpt-4000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..971abf53804a6abb3ea57a118091bc5c8125bba9
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d4096-n4k-syn/ckpt-4000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-G-d4096-n4k-syn/ckpt-4000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e18/G-d4096-n4k",
+  "data_manifest": {
+   "arm": "G-d4096-n4k",
+   "name": null,
+   "train_sha256": "28aa37d585f9a11485220c89b440d908588f241bec8b0fe29fed3a108b295d5f",
+   "n_train": 4000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps",
+  "total_rows": 4000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-4000",
+  "rows_seen": 4000,
+  "replay_seen": 210,
+  "step": 125,
+  "tokens": 2275758,
+  "tok_per_s": 1276.2163240321795,
+  "rows_per_s": 2.360914788703455,
+  "val": {
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+   "choice_T": 1.0359776591081418,
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+   "noul_auc": 0.7376725333333334,
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+   "noul_f1": 0.757088122605364,
+   "noul_nll": 0.5777177885174751,
+   "noul_ece": 0.053556483656167976,
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+   "noul_sharp": 0.18162862956523895,
+   "entropy": 0.5951706171035767
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+  "dropped_long": 0,
+  "peak_gib": 18.284047603607178
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d4096-n4k-syn/train_log.jsonl b/meta_only/podC/e16/S1-G-d4096-n4k-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..baaa494693ec807f433bccf940e8342b8603280a
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d4096-n4k-syn/train_log.jsonl
@@ -0,0 +1,15 @@
+{"time": "22:28:21", "event": "start", "data": "data/e18/G-d4096-n4k", "data_manifest": {"arm": "G-d4096-n4k", "name": null, "train_sha256": "28aa37d585f9a11485220c89b440d908588f241bec8b0fe29fed3a108b295d5f", "n_train": 4000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps", "total_rows": 4000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 16.013190507888794}
+{"time": "22:30:31", "event": "step", "step": 10, "rows_seen": 320, "lr": 9.923040269974204e-05, "tok_per_s": 1349.6260998210596, "loss": 0.5905166976153851, "entropy": 0.5640390105545521, "sharp": 0.21444054692983627}
+{"time": "22:32:42", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.55208574963224e-05, "tok_per_s": 1368.8416395484883, "loss": 0.6223604530096054, "entropy": 0.6048982236534357, "sharp": 0.1826667059212923}
+{"time": "22:34:55", "event": "step", "step": 30, "rows_seen": 960, "lr": 8.897432118673851e-05, "tok_per_s": 1385.0597616503364, "loss": 0.639252195134759, "entropy": 0.5967847220599651, "sharp": 0.1896455204114318}
+{"time": "22:37:07", "event": "step", "step": 40, "rows_seen": 1280, "lr": 8.002250216471678e-05, "tok_per_s": 1382.9320926740838, "loss": 0.6018072161823511, "entropy": 0.6117069236934185, "sharp": 0.184002292342484}
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+{"time": "22:45:40", "event": "step", "step": 80, "rows_seen": 2560, "lr": 3.3478439481564835e-05, "tok_per_s": 1394.7456198444802, "loss": 0.5910958014428616, "entropy": 0.6073039062321186, "sharp": 0.1765018915757537}
+{"time": "22:47:47", "event": "step", "step": 90, "rows_seen": 2880, "lr": 2.3021049613197416e-05, "tok_per_s": 1394.2089131557477, "loss": 0.6158258356153965, "entropy": 0.6033958662301302, "sharp": 0.18673217110335827}
+{"time": "22:49:53", "event": "step", "step": 100, "rows_seen": 3200, "lr": 1.4507635874863332e-05, "tok_per_s": 1393.211837946548, "loss": 0.5730165615677834, "entropy": 0.611157201230526, "sharp": 0.1737561021000147}
+{"time": "22:50:42", "event": "val", "step": 100, "rows_seen": 3200, "n": 500, "dropped_long": 0, "noul_ce": 0.576112687587738, "noul_T": 0.8464954787619893, "noul_auc": 0.7460802349327437, "noul_acc": 0.688, "noul_f1": 0.7547169811320755, "noul_nll": 0.5779984618574381, "noul_ece": 0.06944086879491808, "noul_brier": 0.19714783018605536, "noul_sharp": 0.1760292649269104, "entropy": 0.6007103323936462}
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+{"time": "22:58:05", "event": "ckpt", "tag": "ckpt-4000", "rows_seen": 4000, "replay_seen": 210, "step": 125, "tokens": 2275758, "tok_per_s": 1276.2163240321795, "rows_per_s": 2.360914788703455, "val": {"n": 1200, "dropped_long": 0, "noul_ce": 0.5634517669677734, "noul_T": 0.8649272005078125, "choice_ce": 0.6605294942855835, "choice_T": 1.0359776591081418, "score_ce": 1.0483226776123047, "score_T": 1.024336871501445, "noul_auc": 0.7376725333333334, "noul_acc": 0.683, "noul_f1": 0.757088122605364, "noul_nll": 0.5777177885174751, "noul_ece": 0.053556483656167976, "noul_brier": 0.19742389481148365, "noul_sharp": 0.18162862956523895, "entropy": 0.5951706171035767}, "dropped_long": 0, "peak_gib": 18.284047603607178}
diff --git a/meta_only/podC/e16/S1-G-d4096-n64k-syn/ckpt-64000/adapter/adapter_config.json b/meta_only/podC/e16/S1-G-d4096-n64k-syn/ckpt-64000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f8f1a17939851f62fc9a1e80d8d9966c0d3ccd67
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d4096-n64k-syn/ckpt-64000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
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+  "revision": null,
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+    "in_proj_qkv",
+    "k_proj",
+    "out_proj",
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+    "down_proj",
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+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d4096-n64k-syn/ckpt-64000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-G-d4096-n64k-syn/ckpt-64000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d4096-n64k-syn/ckpt-64000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
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+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d4096-n64k-syn/ckpt-64000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-G-d4096-n64k-syn/ckpt-64000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..57decc0885221d595b13495d158144b310304e25
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d4096-n64k-syn/ckpt-64000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
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+  "ranges": {
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+   "choice": [
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+   "2",
+   "3",
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+   "D",
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+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d4096-n64k-syn/ckpt-64000/calibration.json b/meta_only/podC/e16/S1-G-d4096-n64k-syn/ckpt-64000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..c999cf7161ba049d94298a954312342b792553ed
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d4096-n64k-syn/ckpt-64000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.8679741871320996,
+  "choice": 1.0600339718710334,
+  "score": 1.043118292379951
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+ "fit": {
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+   "T": 0.8679741871320996,
+   "ce_before": 0.5562807321548462,
+   "ce_after": 0.5546239018440247
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.0600339718710334,
+   "ce_before": 0.6936503052711487,
+   "ce_after": 0.6929246187210083
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+   "T": 1.043118292379951,
+   "ce_before": 1.0729198455810547,
+   "ce_after": 1.0724025964736938
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+ },
+ "source": "models/e16/S1-G-d4096-n64k-syn/ckpt-64000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d4096-n64k-syn/ckpt-64000/judge_config.json b/meta_only/podC/e16/S1-G-d4096-n64k-syn/ckpt-64000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..bd6afd4d3bf21770d9715334613591669090f45a
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d4096-n64k-syn/ckpt-64000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
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+  "ranges": {
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+   "score": [
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+   ]
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+   "K",
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+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
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+  44,
+  45,
+  46,
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+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-G-d4096-n64k-syn/ckpt-64000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e18/G-d4096-n64k",
+  "data_manifest": {
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+   "train_sha256": "ccaed395f835d04322508ea9720f48e7db36d51f6e4e98f6cb2a7b54062dab64",
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+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
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+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 2000 steps",
+  "total_rows": 64000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
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+  "replay_seen": 3368,
+  "step": 2000,
+  "tokens": 36523277,
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+   "noul_auc": 0.7435306666666666,
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+   "noul_f1": 0.7726931732933233,
+   "noul_nll": 0.5714072418957948,
+   "noul_ece": 0.041756351560354225,
+   "noul_brier": 0.19491321959862165,
+   "noul_sharp": 0.18628786504268646,
+   "entropy": 0.5894433856010437
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.23796796798706
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..59c88c1161725543808d49bee563c32c3991fb51
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "out_proj",
+    "up_proj",
+    "in_proj_z",
+    "k_proj",
+    "in_proj_qkv",
+    "gate_proj",
+    "down_proj",
+    "q_proj",
+    "o_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..69be0dfc436a8622c26f497448f7859e1ea3dd4f
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
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+ "verbalizer_ids": [
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+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
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+  "ranges": {
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+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..9f4ca7dd829743679248172e6426bd9536cee4f4
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.9214568994690306,
+  "choice": 0.9452412381936433,
+  "score": 1.0259595477600214
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+ "fit": {
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\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..cdd986e28341edc29690c7b3f62265fa5eb669f6
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/ckpt-16000/judge_config.json
@@ -0,0 +1,164 @@
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diff --git a/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/train_log.jsonl b/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..97118bcbb64f144ba318e75912446b784f54a7a3
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-a000-syn/train_log.jsonl
@@ -0,0 +1,57 @@
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+{"time": "01:39:00", "event": "step", "step": 460, "rows_seen": 14720, "lr": 6.585509610150972e-06, "tok_per_s": 1349.0640081365357, "loss": 0.601863119751215, "entropy": 0.6049329116940498, "sharp": 0.18083535134792328}
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+{"time": "01:50:24", "event": "ckpt", "tag": "ckpt-16000", "rows_seen": 16000, "replay_seen": 842, "step": 500, "tokens": 9113372, "tok_per_s": 1322.7657619306676, "rows_per_s": 2.4445420373785667, "val": {"n": 1200, "dropped_long": 0, "noul_ce": 0.5733512043952942, "noul_T": 0.9214568994690306, "choice_ce": 0.6791824698448181, "choice_T": 0.9452412381936433, "score_ce": 1.073686122894287, "score_T": 1.0259595477600214, "noul_auc": 0.7282858666666667, "noul_acc": 0.685, "noul_f1": 0.7567567567567568, "noul_nll": 0.586972826808691, "noul_ece": 0.05899019004404545, "noul_brier": 0.20087102281083255, "noul_sharp": 0.1826404631137848, "entropy": 0.5973063707351685}, "dropped_long": 0, "peak_gib": 18.284047603607178}
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..a6d24f8d37bbe274937573944fdd4f75d9d8a35e
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "v_proj",
+    "in_proj_qkv",
+    "k_proj",
+    "out_proj",
+    "gate_proj",
+    "up_proj",
+    "q_proj",
+    "down_proj",
+    "o_proj",
+    "in_proj_z"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..3eaaf4fc4c5c7e56c384b44ac7ffb44d5a412f24
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.00039803041727282107,
+  -0.0003982883063144982,
+  -0.0025445041246712208,
+  -0.0013645748840644956,
+  -0.0005278397584334016,
+  0.001799384830519557,
+  0.0013800534652546048,
+  -0.002150501124560833,
+  -0.00019766170589718968,
+  -0.000570243108086288,
+  -1.6843516277731396e-05,
+  0.0005064477445557714,
+  0.0007342295139096677,
+  -0.0036626055371016264,
+  -0.004511548671871424,
+  -0.005096544045954943,
+  -0.005890624597668648,
+  -0.00436482485383749,
+  -0.004938196390867233,
+  -0.0049794260412454605,
+  -0.0038816018495708704,
+  -0.0033942621666938066,
+  -0.005623688921332359,
+  -0.003484402084723115
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..e2253a9d7c830ef32859112081ae47e19adc0db6
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.8965607573051634,
+  "choice": 1.0328412609605635,
+  "score": 0.9630995636563978
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.8965607573051634,
+   "ce_before": 0.5521970391273499,
+   "ce_after": 0.5512228012084961
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.0328412609605635,
+   "ce_before": 0.6660730838775635,
+   "ce_after": 0.6658427119255066
+  },
+  "score": {
+   "n": 53,
+   "T": 0.9630995636563978,
+   "ce_before": 1.0619609355926514,
+   "ce_after": 1.061531662940979
+  }
+ },
+ "source": "models/e16/S1-G-d512-n16k-a100-syn/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..68368fd196b9465446da9a0d06dfcfb0bc761cde
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/ckpt-16000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-G-d512-n16k-a100-syn/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e18/G-d512-n16k-a100",
+  "data_manifest": {
+   "arm": "G-d512-n16k-a100",
+   "name": null,
+   "train_sha256": "e68e935b88943ba54ed4296ecedd5f5b36a7b9f114cd4d203c4f67b6ff70b912",
+   "n_train": 16000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps",
+  "total_rows": 16000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-16000",
+  "rows_seen": 16000,
+  "replay_seen": 842,
+  "step": 500,
+  "tokens": 9113372,
+  "tok_per_s": 1324.3241924078436,
+  "rows_per_s": 2.447422100357374,
+  "val": {
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+   "dropped_long": 0,
+   "noul_ce": 0.5521970391273499,
+   "noul_T": 0.8965607573051634,
+   "choice_ce": 0.6660730838775635,
+   "choice_T": 1.0328412609605635,
+   "score_ce": 1.0619609355926514,
+   "score_T": 0.9630995636563978,
+   "noul_auc": 0.7465685333333333,
+   "noul_acc": 0.705,
+   "noul_f1": 0.7786946736684172,
+   "noul_nll": 0.566718202942051,
+   "noul_ece": 0.03313163653016091,
+   "noul_brier": 0.1935877484927523,
+   "noul_sharp": 0.19110308587551117,
+   "entropy": 0.5786111950874329
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.284047603607178
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/train_log.jsonl b/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0368cb5218f36b0cff1086cf3cf087dd7f4c7d8c
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-a100-syn/train_log.jsonl
@@ -0,0 +1,57 @@
+{"time": "02:46:18", "event": "start", "data": "data/e18/G-d512-n16k-a100", "data_manifest": {"arm": "G-d512-n16k-a100", "name": null, "train_sha256": "e68e935b88943ba54ed4296ecedd5f5b36a7b9f114cd4d203c4f67b6ff70b912", "n_train": 16000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps", "total_rows": 16000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 27.32161545753479}
+{"time": "02:48:32", "event": "step", "step": 10, "rows_seen": 320, "lr": 7.333333333333333e-05, "tok_per_s": 1342.348350330613, "loss": 0.5832343846559525, "entropy": 0.5250078588724136, "sharp": 0.2588814962655306}
+{"time": "02:50:44", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.997508952966197e-05, "tok_per_s": 1364.5077527080527, "loss": 0.618247888982296, "entropy": 0.5120412781834602, "sharp": 0.265092134475708}
+{"time": "02:52:56", "event": "step", "step": 30, "rows_seen": 960, "lr": 9.977596250541417e-05, "tok_per_s": 1371.776423032108, "loss": 0.5987289920449257, "entropy": 0.5862286388874054, "sharp": 0.20510315988212824}
+{"time": "02:55:05", "event": "step", "step": 40, "rows_seen": 1280, "lr": 9.937854366485982e-05, "tok_per_s": 1375.1841506839264, "loss": 0.5506320632994175, "entropy": 0.6167386174201965, "sharp": 0.1686934707686305}
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diff --git a/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..cb182c3ada3f230e3a6bcffa16542b944fdbbb3a
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "in_proj_z",
+    "up_proj",
+    "v_proj",
+    "gate_proj",
+    "down_proj",
+    "o_proj",
+    "q_proj",
+    "in_proj_qkv",
+    "k_proj",
+    "out_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..911b2b39bbae5f25e19c36e91e49dafe4b9ae25b
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
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+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
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+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..9c2953a0b1bfa2353db7933614a521e321d62c14
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.869504062434508,
+  "choice": 1.033450302876021,
+  "score": 0.9656797894198622
+ },
+ "fit": {
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+   "T": 0.869504062434508,
+   "ce_before": 0.5586177706718445,
+   "ce_after": 0.5570084452629089
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+   "T": 1.033450302876021,
+   "ce_before": 0.6831640601158142,
+   "ce_after": 0.6829275488853455
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+   "n": 53,
+   "T": 0.9656797894198622,
+   "ce_before": 1.0664347410202026,
+   "ce_after": 1.0660673379898071
+  }
+ },
+ "source": "models/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ccd2910def81e7e06e393fcc23f9bc0178928367
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
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+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
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+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
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+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-G-d512-n16k-ev100-syn/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e18/G-d512-n16k-ev100",
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+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
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+  "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps",
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+  "lora": {
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+   "entropy": 0.5912352800369263
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+  "dropped_long": 0,
+  "peak_gib": 18.28459882736206
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/train_log.jsonl b/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ca9945eeb1e81652e5f964a02d13e632c6e87004
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n16k-ev100-syn/train_log.jsonl
@@ -0,0 +1,57 @@
+{"time": "05:38:53", "event": "start", "data": "data/e18/G-d512-n16k-ev100", "data_manifest": {"arm": "G-d512-n16k-ev100", "name": null, "train_sha256": "923af7a70dccff8e7cd774a1b706c3a443a8993544087fbd827891a0a60b8315", "n_train": 16000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps", "total_rows": 16000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 54.99346351623535}
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+{"time": "07:10:33", "event": "step", "step": 400, "rows_seen": 12800, "lr": 1.4621466498270773e-05, "tok_per_s": 1363.3466473353476, "loss": 0.5985047332942486, "entropy": 0.6116464473307133, "sharp": 0.15263604652136564}
+{"time": "07:11:23", "event": "val", "step": 400, "rows_seen": 12800, "n": 500, "dropped_long": 0, "noul_ce": 0.5710322260856628, "noul_T": 0.8998696491211686, "noul_auc": 0.747886111626808, "noul_acc": 0.704, "noul_f1": 0.7694704049844237, "noul_nll": 0.5737956068217754, "noul_ece": 0.04360385143756866, "noul_brier": 0.19572713528396354, "noul_sharp": 0.1876649707555771, "entropy": 0.5880023241043091}
+{"time": "07:13:35", "event": "step", "step": 410, "rows_seen": 13120, "lr": 1.284566748110963e-05, "tok_per_s": 1352.2377087812056, "loss": 0.5974147394299507, "entropy": 0.5917295776307583, "sharp": 0.19066806975752115}
+{"time": "07:15:42", "event": "step", "step": 420, "rows_seen": 13440, "lr": 1.1236192515387821e-05, "tok_per_s": 1353.0029604984056, "loss": 0.6421266607940197, "entropy": 0.6067933766171336, "sharp": 0.16881408169865608}
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diff --git a/meta_only/podC/e16/S1-G-d512-n4k-syn/ckpt-4000/adapter/adapter_config.json b/meta_only/podC/e16/S1-G-d512-n4k-syn/ckpt-4000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..33116d35c7e7da1dfd8d2ecd9853fc713e005c8b
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n4k-syn/ckpt-4000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "k_proj",
+    "in_proj_z",
+    "out_proj",
+    "in_proj_qkv",
+    "up_proj",
+    "v_proj",
+    "q_proj",
+    "gate_proj",
+    "down_proj",
+    "o_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-G-d512-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-G-d512-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..a56d13efee97fed41c4e6f181b5a2550db783333
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0003370902268216014,
+  -0.00033734028693288565,
+  -0.0033363348338752985,
+  -0.0014597270637750626,
+  -0.00021894856763537973,
+  0.0019013413693755865,
+  0.001241843099705875,
+  -0.0020032834727317095,
+  -0.0007579699158668518,
+  -0.0004751653759740293,
+  -0.0007119610672816634,
+  0.00022432570403907448,
+  4.295062171877362e-05,
+  -0.001822308637201786,
+  -0.0031824777834117413,
+  -0.005084994249045849,
+  -0.005937394220381975,
+  -0.004382692277431488,
+  -0.004941479302942753,
+  -0.004982616286724806,
+  -0.004132591653615236,
+  -0.0034091640263795853,
+  -0.005609216634184122,
+  -0.0034972066059708595
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n4k-syn/ckpt-4000/calibration.json b/meta_only/podC/e16/S1-G-d512-n4k-syn/ckpt-4000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..25f95408441de3c0ccdb3a84df1bec246c3bcb3e
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n4k-syn/ckpt-4000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.8511085163947207,
+  "choice": 1.0488815865983496,
+  "score": 0.9681805082474977
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.8511085163947207,
+   "ce_before": 0.5621541142463684,
+   "ce_after": 0.560036301612854
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.0488815865983496,
+   "ce_before": 0.6629922389984131,
+   "ce_after": 0.6624677181243896
+  },
+  "score": {
+   "n": 53,
+   "T": 0.9681805082474977,
+   "ce_before": 1.0460563898086548,
+   "ce_after": 1.0457381010055542
+  }
+ },
+ "source": "models/e16/S1-G-d512-n4k-syn/ckpt-4000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n4k-syn/ckpt-4000/judge_config.json b/meta_only/podC/e16/S1-G-d512-n4k-syn/ckpt-4000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..31de12d2c9b208b2c1d49d4bdc90ada391f6d57d
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n4k-syn/ckpt-4000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-G-d512-n4k-syn/ckpt-4000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e18/G-d512-n4k",
+  "data_manifest": {
+   "arm": "G-d512-n4k",
+   "name": null,
+   "train_sha256": "85b5d6ca4828779d42572736d1b4589f917d9810c18bbaf8d3a1da4cf72695f2",
+   "n_train": 4000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps",
+  "total_rows": 4000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-4000",
+  "rows_seen": 4000,
+  "replay_seen": 210,
+  "step": 125,
+  "tokens": 2297255,
+  "tok_per_s": 1276.1036686069403,
+  "rows_per_s": 2.338615625977353,
+  "val": {
+   "n": 1200,
+   "dropped_long": 0,
+   "noul_ce": 0.5621541142463684,
+   "noul_T": 0.8511085163947207,
+   "choice_ce": 0.6629922389984131,
+   "choice_T": 1.0488815865983496,
+   "score_ce": 1.0460563898086548,
+   "score_T": 0.9681805082474977,
+   "noul_auc": 0.7380736,
+   "noul_acc": 0.697,
+   "noul_f1": 0.7733732236350037,
+   "noul_nll": 0.5767814118266106,
+   "noul_ece": 0.042553198605775826,
+   "noul_brier": 0.19677166977402513,
+   "noul_sharp": 0.18237777054309845,
+   "entropy": 0.595806896686554
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.284047603607178
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d512-n4k-syn/train_log.jsonl b/meta_only/podC/e16/S1-G-d512-n4k-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7996f63e1f3f134f415debf73517ecd17f3edfd2
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d512-n4k-syn/train_log.jsonl
@@ -0,0 +1,15 @@
+{"time": "21:01:01", "event": "start", "data": "data/e18/G-d512-n4k", "data_manifest": {"arm": "G-d512-n4k", "name": null, "train_sha256": "85b5d6ca4828779d42572736d1b4589f917d9810c18bbaf8d3a1da4cf72695f2", "n_train": 4000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps", "total_rows": 4000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 12.733598709106445}
+{"time": "21:03:12", "event": "step", "step": 10, "rows_seen": 320, "lr": 9.923040269974204e-05, "tok_per_s": 1369.623875945887, "loss": 0.6056277044117451, "entropy": 0.5359606705605984, "sharp": 0.22993076033890247}
+{"time": "21:05:23", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.55208574963224e-05, "tok_per_s": 1377.6988192550707, "loss": 0.6133253164589405, "entropy": 0.6181485429406166, "sharp": 0.1674027480185032}
+{"time": "21:07:36", "event": "step", "step": 30, "rows_seen": 960, "lr": 8.897432118673851e-05, "tok_per_s": 1380.1719076844868, "loss": 0.6184893511235714, "entropy": 0.5976677983999252, "sharp": 0.18381082266569138}
+{"time": "21:09:45", "event": "step", "step": 40, "rows_seen": 1280, "lr": 8.002250216471678e-05, "tok_per_s": 1381.2738252723161, "loss": 0.5774667859077454, "entropy": 0.5989014282822609, "sharp": 0.18981408886611462}
+{"time": "21:11:59", "event": "step", "step": 50, "rows_seen": 1600, "lr": 6.925572411108201e-05, "tok_per_s": 1383.4759036007702, "loss": 0.55485606379807, "entropy": 0.577916007488966, "sharp": 0.20134426094591618}
+{"time": "21:14:07", "event": "step", "step": 60, "rows_seen": 1920, "lr": 5.738399736402462e-05, "tok_per_s": 1387.1894014614572, "loss": 0.5954070128500462, "entropy": 0.6361751854419708, "sharp": 0.14452285505831242}
+{"time": "21:16:19", "event": "step", "step": 70, "rows_seen": 2240, "lr": 4.519019760655705e-05, "tok_per_s": 1388.0968972720852, "loss": 0.5817828252911568, "entropy": 0.5788632035255432, "sharp": 0.20097894687205553}
+{"time": "21:18:29", "event": "step", "step": 80, "rows_seen": 2560, "lr": 3.3478439481564835e-05, "tok_per_s": 1388.7173350170556, "loss": 0.6170738730579615, "entropy": 0.6216776613146067, "sharp": 0.16333470307290554}
+{"time": "21:20:43", "event": "step", "step": 90, "rows_seen": 2880, "lr": 2.3021049613197416e-05, "tok_per_s": 1390.566392248654, "loss": 0.6360944453626871, "entropy": 0.5968773849308491, "sharp": 0.18261859379708767}
+{"time": "21:22:54", "event": "step", "step": 100, "rows_seen": 3200, "lr": 1.4507635874863332e-05, "tok_per_s": 1391.9175228530585, "loss": 0.568443214520812, "entropy": 0.5895917639136314, "sharp": 0.18966547399759293}
+{"time": "21:23:43", "event": "val", "step": 100, "rows_seen": 3200, "n": 500, "dropped_long": 0, "noul_ce": 0.5739408135414124, "noul_T": 0.8842013737314937, "noul_auc": 0.7444262544092084, "noul_acc": 0.698, "noul_f1": 0.7694656488549618, "noul_nll": 0.5778917712569237, "noul_ece": 0.05426748901605607, "noul_brier": 0.19700500754276748, "noul_sharp": 0.18549023568630219, "entropy": 0.5935208201408386}
+{"time": "21:25:52", "event": "step", "step": 110, "rows_seen": 3520, "lr": 8.49961150805399e-06, "tok_per_s": 1347.5268297469845, "loss": 0.6195043288171291, "entropy": 0.5959981605410576, "sharp": 0.18516564555466175}
+{"time": "21:28:09", "event": "step", "step": 120, "rows_seen": 3840, "lr": 5.3931729785351795e-06, "tok_per_s": 1352.5336033299543, "loss": 0.5786853525787592, "entropy": 0.5860496815294027, "sharp": 0.19351292587816715}
+{"time": "21:31:02", "event": "ckpt", "tag": "ckpt-4000", "rows_seen": 4000, "replay_seen": 210, "step": 125, "tokens": 2297255, "tok_per_s": 1276.1036686069403, "rows_per_s": 2.338615625977353, "val": {"n": 1200, "dropped_long": 0, "noul_ce": 0.5621541142463684, "noul_T": 0.8511085163947207, "choice_ce": 0.6629922389984131, "choice_T": 1.0488815865983496, "score_ce": 1.0460563898086548, "score_T": 0.9681805082474977, "noul_auc": 0.7380736, "noul_acc": 0.697, "noul_f1": 0.7733732236350037, "noul_nll": 0.5767814118266106, "noul_ece": 0.042553198605775826, "noul_brier": 0.19677166977402513, "noul_sharp": 0.18237777054309845, "entropy": 0.595806896686554}, "dropped_long": 0, "peak_gib": 18.284047603607178}
diff --git a/meta_only/podC/e16/S1-G-d64-n4k-syn/ckpt-4000/adapter/adapter_config.json b/meta_only/podC/e16/S1-G-d64-n4k-syn/ckpt-4000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..24c4a7853e62ddd09dc9c96327459f81cc3baca9
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d64-n4k-syn/ckpt-4000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "o_proj",
+    "out_proj",
+    "in_proj_qkv",
+    "gate_proj",
+    "q_proj",
+    "down_proj",
+    "in_proj_z",
+    "up_proj",
+    "k_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d64-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-G-d64-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d64-n4k-syn/ckpt-4000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d64-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-G-d64-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..f2684f9a694bad78a28e943b2bdb32b1ce8d9a0e
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d64-n4k-syn/ckpt-4000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.00026307092048227787,
+  -0.0002633215335663408,
+  -0.0031435382552444935,
+  -0.0012575570726767182,
+  -0.00010202642442891374,
+  0.0019377951975911856,
+  0.0011255143908783793,
+  -0.0023558647371828556,
+  -0.000984117854386568,
+  -0.0003652269078884274,
+  -0.000791128259152174,
+  -0.00014319758338388056,
+  -0.0006933904951438308,
+  -0.0019487956305965781,
+  -0.0033459800761193037,
+  -0.005129879806190729,
+  -0.005946848541498184,
+  -0.004465402569621801,
+  -0.004979210440069437,
+  -0.005071274004876614,
+  -0.004209139849990606,
+  -0.0035149098839610815,
+  -0.0056584239937365055,
+  -0.0035576503723859787
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d64-n4k-syn/ckpt-4000/calibration.json b/meta_only/podC/e16/S1-G-d64-n4k-syn/ckpt-4000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..c23c39d041bb94f1823a0316503baf95c2ea168f
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d64-n4k-syn/ckpt-4000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.8464970253624092,
+  "choice": 0.9888825071388595,
+  "score": 0.9691148075888172
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.8464970253624092,
+   "ce_before": 0.5630052089691162,
+   "ce_after": 0.5607550144195557
+  },
+  "choice": {
+   "n": 60,
+   "T": 0.9888825071388595,
+   "ce_before": 0.6624581813812256,
+   "ce_after": 0.6624265313148499
+  },
+  "score": {
+   "n": 53,
+   "T": 0.9691148075888172,
+   "ce_before": 1.0454816818237305,
+   "ce_after": 1.0451797246932983
+  }
+ },
+ "source": "models/e16/S1-G-d64-n4k-syn/ckpt-4000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d64-n4k-syn/ckpt-4000/judge_config.json b/meta_only/podC/e16/S1-G-d64-n4k-syn/ckpt-4000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b57add4afbcf42849d745e3a58a5e0db56f52b84
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d64-n4k-syn/ckpt-4000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-G-d64-n4k-syn/ckpt-4000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e18/G-d64-n4k",
+  "data_manifest": {
+   "arm": "G-d64-n4k",
+   "name": null,
+   "train_sha256": "404f7406d08c0695768b6b8e2e852b0cf37f0e8130a790ed373c894f8cd4aacc",
+   "n_train": 4000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps",
+  "total_rows": 4000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-4000",
+  "rows_seen": 4000,
+  "replay_seen": 210,
+  "step": 125,
+  "tokens": 2264671,
+  "tok_per_s": 1271.8697526378355,
+  "rows_per_s": 2.3643927310936523,
+  "val": {
+   "n": 1200,
+   "dropped_long": 0,
+   "noul_ce": 0.5630052089691162,
+   "noul_T": 0.8464970253624092,
+   "choice_ce": 0.6624581813812256,
+   "choice_T": 0.9888825071388595,
+   "score_ce": 1.0454816818237305,
+   "score_T": 0.9691148075888172,
+   "noul_auc": 0.7383978666666667,
+   "noul_acc": 0.695,
+   "noul_f1": 0.7745750184774575,
+   "noul_nll": 0.5768459280729293,
+   "noul_ece": 0.03674798214435577,
+   "noul_brier": 0.19670144968013015,
+   "noul_sharp": 0.18172356486320496,
+   "entropy": 0.5980829000473022
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.284047603607178
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d64-n4k-syn/train_log.jsonl b/meta_only/podC/e16/S1-G-d64-n4k-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d831742ce4cc71aea054dc5a5c04572f64066e1e
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d64-n4k-syn/train_log.jsonl
@@ -0,0 +1,15 @@
+{"time": "19:35:43", "event": "start", "data": "data/e18/G-d64-n4k", "data_manifest": {"arm": "G-d64-n4k", "name": null, "train_sha256": "404f7406d08c0695768b6b8e2e852b0cf37f0e8130a790ed373c894f8cd4aacc", "n_train": 4000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps", "total_rows": 4000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 24.27700400352478}
+{"time": "19:37:58", "event": "step", "step": 10, "rows_seen": 320, "lr": 9.923040269974204e-05, "tok_per_s": 1385.6450345944656, "loss": 0.5910171642899513, "entropy": 0.5887863747775555, "sharp": 0.20924383495002985}
+{"time": "19:40:14", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.55208574963224e-05, "tok_per_s": 1392.8761879217288, "loss": 0.647538136690855, "entropy": 0.6361209899187088, "sharp": 0.1343867490068078}
+{"time": "19:42:18", "event": "step", "step": 30, "rows_seen": 960, "lr": 8.897432118673851e-05, "tok_per_s": 1395.392275851886, "loss": 0.6149141378700733, "entropy": 0.6241571456193924, "sharp": 0.16342256031930447}
+{"time": "19:44:23", "event": "step", "step": 40, "rows_seen": 1280, "lr": 8.002250216471678e-05, "tok_per_s": 1395.4607990089191, "loss": 0.5994634330272675, "entropy": 0.6195076331496239, "sharp": 0.1545078568160534}
+{"time": "19:46:37", "event": "step", "step": 50, "rows_seen": 1600, "lr": 6.925572411108201e-05, "tok_per_s": 1393.7165902858233, "loss": 0.5983497388660908, "entropy": 0.5898374132812023, "sharp": 0.19263795297592878}
+{"time": "19:48:48", "event": "step", "step": 60, "rows_seen": 1920, "lr": 5.738399736402462e-05, "tok_per_s": 1393.8129511330717, "loss": 0.571740897372365, "entropy": 0.5711335502564907, "sharp": 0.20282075740396976}
+{"time": "19:50:52", "event": "step", "step": 70, "rows_seen": 2240, "lr": 4.519019760655705e-05, "tok_per_s": 1394.1786343125461, "loss": 0.5891664698719978, "entropy": 0.6212383471429348, "sharp": 0.15841110330075026}
+{"time": "19:53:03", "event": "step", "step": 80, "rows_seen": 2560, "lr": 3.3478439481564835e-05, "tok_per_s": 1394.602612482299, "loss": 0.6389950010925531, "entropy": 0.5921430690214038, "sharp": 0.1960747418925166}
+{"time": "19:55:12", "event": "step", "step": 90, "rows_seen": 2880, "lr": 2.3021049613197416e-05, "tok_per_s": 1394.3506540507747, "loss": 0.6057723201811314, "entropy": 0.6047063954174519, "sharp": 0.1759189423173666}
+{"time": "19:57:28", "event": "step", "step": 100, "rows_seen": 3200, "lr": 1.4507635874863332e-05, "tok_per_s": 1394.080171296747, "loss": 0.5646195486187935, "entropy": 0.6087066568434238, "sharp": 0.17012409307062626}
+{"time": "19:58:17", "event": "val", "step": 100, "rows_seen": 3200, "n": 500, "dropped_long": 0, "noul_ce": 0.5778361558914185, "noul_T": 0.9051879922464611, "noul_auc": 0.7449663296821993, "noul_acc": 0.694, "noul_f1": 0.7590551181102362, "noul_nll": 0.5795365741401911, "noul_ece": 0.06857416641712188, "noul_brier": 0.19751570268144347, "noul_sharp": 0.18539667129516602, "entropy": 0.5937721133232117}
+{"time": "20:00:27", "event": "step", "step": 110, "rows_seen": 3520, "lr": 8.49961150805399e-06, "tok_per_s": 1347.1713453436573, "loss": 0.6189021077007055, "entropy": 0.6107253171503544, "sharp": 0.15952767618000507}
+{"time": "20:02:32", "event": "step", "step": 120, "rows_seen": 3840, "lr": 5.3931729785351795e-06, "tok_per_s": 1349.5401090111914, "loss": 0.5925971679389477, "entropy": 0.5930343456566334, "sharp": 0.19281136523932219}
+{"time": "20:05:25", "event": "ckpt", "tag": "ckpt-4000", "rows_seen": 4000, "replay_seen": 210, "step": 125, "tokens": 2264671, "tok_per_s": 1271.8697526378355, "rows_per_s": 2.3643927310936523, "val": {"n": 1200, "dropped_long": 0, "noul_ce": 0.5630052089691162, "noul_T": 0.8464970253624092, "choice_ce": 0.6624581813812256, "choice_T": 0.9888825071388595, "score_ce": 1.0454816818237305, "score_T": 0.9691148075888172, "noul_auc": 0.7383978666666667, "noul_acc": 0.695, "noul_f1": 0.7745750184774575, "noul_nll": 0.5768459280729293, "noul_ece": 0.03674798214435577, "noul_brier": 0.19670144968013015, "noul_sharp": 0.18172356486320496, "entropy": 0.5980829000473022}, "dropped_long": 0, "peak_gib": 18.284047603607178}
diff --git a/meta_only/podC/e16/S1-G-d64-n64k-syn/ckpt-64000/adapter/adapter_config.json b/meta_only/podC/e16/S1-G-d64-n64k-syn/ckpt-64000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..46feca1ef29c0c08b3faaa54e1d4b9feae22f29f
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d64-n64k-syn/ckpt-64000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "k_proj",
+    "in_proj_qkv",
+    "o_proj",
+    "out_proj",
+    "v_proj",
+    "q_proj",
+    "up_proj",
+    "gate_proj",
+    "in_proj_z"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d64-n64k-syn/ckpt-64000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-G-d64-n64k-syn/ckpt-64000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d64-n64k-syn/ckpt-64000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d64-n64k-syn/ckpt-64000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-G-d64-n64k-syn/ckpt-64000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..23e0c5f0b5ee4ec684048ac744b562eb5c78537f
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d64-n64k-syn/ckpt-64000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0004565449198707938,
+  -0.00045686535304412246,
+  -0.0028525989037007093,
+  -0.002069288631901145,
+  -0.0005370387807488441,
+  0.002348365029320121,
+  0.0013788958312943578,
+  -0.002869161544367671,
+  -0.0007026888197287917,
+  -0.0007799472659826279,
+  -0.00048658056766726077,
+  -0.00016213754133787006,
+  -0.0016641770489513874,
+  -0.006967986933887005,
+  -0.008259104564785957,
+  -0.008809773251414299,
+  -0.007043611723929644,
+  -0.007059141527861357,
+  -0.006792688742280006,
+  -0.007941894233226776,
+  -0.004361955914646387,
+  -0.006329827476292849,
+  -0.008013522252440453,
+  -0.005889867432415485
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d64-n64k-syn/ckpt-64000/calibration.json b/meta_only/podC/e16/S1-G-d64-n64k-syn/ckpt-64000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..6925c681d9e8b70757260f135fa3af968516178a
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d64-n64k-syn/ckpt-64000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.8499837788199608,
+  "choice": 1.036637361208172,
+  "score": 0.9997168468943454
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.8499837788199608,
+   "ce_before": 0.5601873397827148,
+   "ce_after": 0.558029294013977
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.036637361208172,
+   "ce_before": 0.691248893737793,
+   "ce_after": 0.6909626126289368
+  },
+  "score": {
+   "n": 53,
+   "T": 0.9997168468943454,
+   "ce_before": 1.070828914642334,
+   "ce_after": 1.0708286762237549
+  }
+ },
+ "source": "models/e16/S1-G-d64-n64k-syn/ckpt-64000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d64-n64k-syn/ckpt-64000/judge_config.json b/meta_only/podC/e16/S1-G-d64-n64k-syn/ckpt-64000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..768be2205a1a747037f38abe4531aff999e7309a
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d64-n64k-syn/ckpt-64000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-G-d64-n64k-syn/ckpt-64000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e18/G-d64-n64k",
+  "data_manifest": {
+   "arm": "G-d64-n64k",
+   "name": null,
+   "train_sha256": "b8400836ab4635e98489d79a1b974299741170aeda3c089fe3ca1608a25e2d97",
+   "n_train": 64000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 2000 steps",
+  "total_rows": 64000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-64000",
+  "rows_seen": 64000,
+  "replay_seen": 3368,
+  "step": 2000,
+  "tokens": 36699476,
+  "tok_per_s": 1335.4025556196475,
+  "rows_per_s": 2.4513537838845347,
+  "val": {
+   "n": 1200,
+   "dropped_long": 0,
+   "noul_ce": 0.5601873397827148,
+   "noul_T": 0.8499837788199608,
+   "choice_ce": 0.691248893737793,
+   "choice_T": 1.036637361208172,
+   "score_ce": 1.070828914642334,
+   "score_T": 0.9997168468943454,
+   "noul_auc": 0.7423957333333333,
+   "noul_acc": 0.702,
+   "noul_f1": 0.77526395173454,
+   "noul_nll": 0.5733968078568578,
+   "noul_ece": 0.045143848642706874,
+   "noul_brier": 0.19533763169804946,
+   "noul_sharp": 0.18154369294643402,
+   "entropy": 0.5961454510688782
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.28459882736206
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-G-d64-n64k-syn/train_log.jsonl b/meta_only/podC/e16/S1-G-d64-n64k-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..4e065e553ef940296a850b0b68465100f302270b
--- /dev/null
+++ b/meta_only/podC/e16/S1-G-d64-n64k-syn/train_log.jsonl
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diff --git a/meta_only/podC/e16/S1-O3-syn/ckpt-4000/adapter/adapter_config.json b/meta_only/podC/e16/S1-O3-syn/ckpt-4000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0813b16e154e0c9221704b0cdb2cf2906439525c
--- /dev/null
+++ b/meta_only/podC/e16/S1-O3-syn/ckpt-4000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "up_proj",
+    "v_proj",
+    "down_proj",
+    "in_proj_z",
+    "k_proj",
+    "q_proj",
+    "out_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "o_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-O3-syn/ckpt-4000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-O3-syn/ckpt-4000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-O3-syn/ckpt-4000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
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+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-O3-syn/ckpt-4000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-O3-syn/ckpt-4000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..74539fe30f1999d7e02144654dc4d9b7723855a1
--- /dev/null
+++ b/meta_only/podC/e16/S1-O3-syn/ckpt-4000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0003609442210290581,
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+  -0.005063015967607498,
+  -0.005933990702033043,
+  -0.004349308554083109,
+  -0.004925369285047054,
+  -0.004917610436677933,
+  -0.003976153209805489,
+  -0.0033306917175650597,
+  -0.005589586682617664,
+  -0.003454703139141202
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-O3-syn/ckpt-4000/calibration.json b/meta_only/podC/e16/S1-O3-syn/ckpt-4000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..2cc8fcc2ba72c366a9435a04319c57a0c4ca7eec
--- /dev/null
+++ b/meta_only/podC/e16/S1-O3-syn/ckpt-4000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.899785425595084,
+  "choice": 1.1740192768093556,
+  "score": 0.8906793266165396
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.899785425595084,
+   "ce_before": 0.5779957175254822,
+   "ce_after": 0.5771279335021973
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.1740192768093556,
+   "ce_before": 0.663922131061554,
+   "ce_after": 0.657852828502655
+  },
+  "score": {
+   "n": 53,
+   "T": 0.8906793266165396,
+   "ce_before": 1.0863138437271118,
+   "ce_after": 1.0827922821044922
+  }
+ },
+ "source": "models/e16/S1-O3-syn/ckpt-4000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-O3-syn/ckpt-4000/judge_config.json b/meta_only/podC/e16/S1-O3-syn/ckpt-4000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..bec9645a29d2c903b4d2173ba3a9ea3a11de7a62
--- /dev/null
+++ b/meta_only/podC/e16/S1-O3-syn/ckpt-4000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-O3-syn/ckpt-4000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e17/O3",
+  "data_manifest": {
+   "arm": "O3",
+   "name": null,
+   "train_sha256": "6be1a2fa980fba50ee4ff4744643f633100ec9a5c68ef7f68b882c03e4546372",
+   "n_train": 4000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps",
+  "total_rows": 4000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-4000",
+  "rows_seen": 4000,
+  "replay_seen": 210,
+  "step": 125,
+  "tokens": 1472587,
+  "tok_per_s": 1131.0866099240104,
+  "rows_per_s": 3.233679653515742,
+  "val": {
+   "n": 1200,
+   "dropped_long": 0,
+   "noul_ce": 0.5779957175254822,
+   "noul_T": 0.899785425595084,
+   "choice_ce": 0.663922131061554,
+   "choice_T": 1.1740192768093556,
+   "score_ce": 1.0863138437271118,
+   "score_T": 0.8906793266165396,
+   "noul_auc": 0.7374516885790957,
+   "noul_acc": 0.708,
+   "noul_f1": 0.7739938080495357,
+   "noul_nll": 0.5821885439157486,
+   "noul_ece": 0.05713918602466582,
+   "noul_brier": 0.19752663692403014,
+   "noul_sharp": 0.17748217284679413,
+   "entropy": 0.60453200340271
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.280096530914307
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-O3-syn/train_log.jsonl b/meta_only/podC/e16/S1-O3-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..647e2ffd2e88f21c64a4b03d8272a17e359558fa
--- /dev/null
+++ b/meta_only/podC/e16/S1-O3-syn/train_log.jsonl
@@ -0,0 +1,15 @@
+{"time": "03:39:43", "event": "start", "data": "data/e17/O3", "data_manifest": {"arm": "O3", "name": null, "train_sha256": "6be1a2fa980fba50ee4ff4744643f633100ec9a5c68ef7f68b882c03e4546372", "n_train": 4000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps", "total_rows": 4000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 10.994806051254272}
+{"time": "03:41:16", "event": "step", "step": 10, "rows_seen": 320, "lr": 9.923040269974204e-05, "tok_per_s": 1228.6728449042341, "loss": 0.527497636154294, "entropy": 0.5197884300723672, "sharp": 0.2537704991257709}
+{"time": "03:42:55", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.55208574963224e-05, "tok_per_s": 1247.712871703468, "loss": 0.5509274266660213, "entropy": 0.5901142284274101, "sharp": 0.16060957053433295}
+{"time": "03:44:27", "event": "step", "step": 30, "rows_seen": 960, "lr": 8.897432118673851e-05, "tok_per_s": 1253.33814140574, "loss": 0.5648305788636208, "entropy": 0.5356366708874702, "sharp": 0.206325336738869}
+{"time": "03:46:02", "event": "step", "step": 40, "rows_seen": 1280, "lr": 8.002250216471678e-05, "tok_per_s": 1243.8700243566275, "loss": 0.5301180109381676, "entropy": 0.532621905207634, "sharp": 0.19777801394462585}
+{"time": "03:47:37", "event": "step", "step": 50, "rows_seen": 1600, "lr": 6.925572411108201e-05, "tok_per_s": 1245.1164755590878, "loss": 0.6698926482349634, "entropy": 0.623884804546833, "sharp": 0.2012682505275892}
+{"time": "03:49:09", "event": "step", "step": 60, "rows_seen": 1920, "lr": 5.738399736402462e-05, "tok_per_s": 1249.6546985089658, "loss": 0.4601176381111145, "entropy": 0.5037266090512276, "sharp": 0.21872886885767398}
+{"time": "03:50:45", "event": "step", "step": 70, "rows_seen": 2240, "lr": 4.519019760655705e-05, "tok_per_s": 1250.0790531949633, "loss": 0.5690991161391139, "entropy": 0.5394069086760283, "sharp": 0.239531010389328}
+{"time": "03:52:19", "event": "step", "step": 80, "rows_seen": 2560, "lr": 3.3478439481564835e-05, "tok_per_s": 1250.383091157768, "loss": 0.49368618428707123, "entropy": 0.5034434720873833, "sharp": 0.24254897236824036}
+{"time": "03:53:55", "event": "step", "step": 90, "rows_seen": 2880, "lr": 2.3021049613197416e-05, "tok_per_s": 1253.8685631423189, "loss": 0.5184574332088232, "entropy": 0.5352639760822058, "sharp": 0.21277180043133823}
+{"time": "03:55:28", "event": "step", "step": 100, "rows_seen": 3200, "lr": 1.4507635874863332e-05, "tok_per_s": 1255.4606669004468, "loss": 0.4906155839562416, "entropy": 0.48863936215639114, "sharp": 0.22968392286981856}
+{"time": "03:56:09", "event": "val", "step": 100, "rows_seen": 3200, "n": 500, "dropped_long": 0, "noul_ce": 0.5904009938240051, "noul_T": 0.9602159538120538, "noul_auc": 0.7250715871160134, "noul_acc": 0.704, "noul_f1": 0.7777777777777778, "noul_nll": 0.5878731959834694, "noul_ece": 0.06241649669408799, "noul_brier": 0.1994700597457503, "noul_sharp": 0.18798014521598816, "entropy": 0.5968344807624817}
+{"time": "03:57:37", "event": "step", "step": 110, "rows_seen": 3520, "lr": 8.49961150805399e-06, "tok_per_s": 1207.2624322660306, "loss": 0.4835949819535017, "entropy": 0.5072955265641212, "sharp": 0.23013855351342094}
+{"time": "03:59:10", "event": "step", "step": 120, "rows_seen": 3840, "lr": 5.3931729785351795e-06, "tok_per_s": 1210.4666572980675, "loss": 0.44744864106178284, "entropy": 0.46275216341018677, "sharp": 0.2223419443420742}
+{"time": "04:01:25", "event": "ckpt", "tag": "ckpt-4000", "rows_seen": 4000, "replay_seen": 210, "step": 125, "tokens": 1472587, "tok_per_s": 1131.0866099240104, "rows_per_s": 3.233679653515742, "val": {"n": 1200, "dropped_long": 0, "noul_ce": 0.5779957175254822, "noul_T": 0.899785425595084, "choice_ce": 0.663922131061554, "choice_T": 1.1740192768093556, "score_ce": 1.0863138437271118, "score_T": 0.8906793266165396, "noul_auc": 0.7374516885790957, "noul_acc": 0.708, "noul_f1": 0.7739938080495357, "noul_nll": 0.5821885439157486, "noul_ece": 0.05713918602466582, "noul_brier": 0.19752663692403014, "noul_sharp": 0.17748217284679413, "entropy": 0.60453200340271}, "dropped_long": 0, "peak_gib": 18.280096530914307}
diff --git a/meta_only/podC/e16/S1-O3x16-syn/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-O3x16-syn/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fbe8198c2c4e69e1f7e166257e0e847b203db23e
--- /dev/null
+++ b/meta_only/podC/e16/S1-O3x16-syn/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "v_proj",
+    "o_proj",
+    "q_proj",
+    "k_proj",
+    "gate_proj",
+    "in_proj_z",
+    "down_proj",
+    "up_proj",
+    "in_proj_qkv",
+    "out_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-O3x16-syn/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-O3x16-syn/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-O3x16-syn/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-O3x16-syn/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-O3x16-syn/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..63759d6a40aa66e990e1ca31afa4aa1dd16ed172
--- /dev/null
+++ b/meta_only/podC/e16/S1-O3x16-syn/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0003080866008531302,
+  -0.0003083439951296896,
+  -0.0027585537172853947,
+  -0.0007093495805747807,
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+  -0.00391263235360384,
+  -0.0037029494997113943,
+  -0.005886790808290243,
+  -0.0036666328087449074
+ ],
+ "verbalizer_ids": [
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+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-O3x16-syn/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-O3x16-syn/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..322bd964ca92885fd5681d6b846e6869425644d1
--- /dev/null
+++ b/meta_only/podC/e16/S1-O3x16-syn/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.9808060768762393,
+  "choice": 1.1179229596737166,
+  "score": 1.0169685441483425
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.9808060768762393,
+   "ce_before": 0.5729457139968872,
+   "ce_after": 0.5729126334190369
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.1179229596737166,
+   "ce_before": 0.6605674028396606,
+   "ce_after": 0.6575008630752563
+  },
+  "score": {
+   "n": 53,
+   "T": 1.0169685441483425,
+   "ce_before": 1.0653916597366333,
+   "ce_after": 1.0653129816055298
+  }
+ },
+ "source": "models/e16/S1-O3x16-syn/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-O3x16-syn/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-O3x16-syn/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..04eb9330face2929dffb1b8025b1702e944051ff
--- /dev/null
+++ b/meta_only/podC/e16/S1-O3x16-syn/ckpt-16000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-O3x16-syn/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e17/O3-16k",
+  "data_manifest": {
+   "arm": "O3-16k",
+   "name": null,
+   "train_sha256": "9c9f509734bdb87f400f925c074a6c77a7ad94d22f3a581ada84fe51ef1a4a4c",
+   "n_train": 16000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps",
+  "total_rows": 16000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-16000",
+  "rows_seen": 16000,
+  "replay_seen": 842,
+  "step": 500,
+  "tokens": 5928349,
+  "tok_per_s": 1190.1256296263862,
+  "rows_per_s": 3.3810586801710354,
+  "val": {
+   "n": 1200,
+   "dropped_long": 0,
+   "noul_ce": 0.5729457139968872,
+   "noul_T": 0.9808060768762393,
+   "choice_ce": 0.6605674028396606,
+   "choice_T": 1.1179229596737166,
+   "score_ce": 1.0653916597366333,
+   "score_T": 1.0169685441483425,
+   "noul_auc": 0.7406668241886212,
+   "noul_acc": 0.712,
+   "noul_f1": 0.7834586466165413,
+   "noul_nll": 0.5757065235860646,
+   "noul_ece": 0.04778332446515559,
+   "noul_brier": 0.19449452195323846,
+   "noul_sharp": 0.19453249871730804,
+   "entropy": 0.5863144993782043
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.282336711883545
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-O3x16-syn/train_log.jsonl b/meta_only/podC/e16/S1-O3x16-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6c48d55da844d8e0429b8f3025e2d1ee17cbcf90
--- /dev/null
+++ b/meta_only/podC/e16/S1-O3x16-syn/train_log.jsonl
@@ -0,0 +1,57 @@
+{"time": "10:23:09", "event": "start", "data": "data/e17/O3-16k", "data_manifest": {"arm": "O3-16k", "name": null, "train_sha256": "9c9f509734bdb87f400f925c074a6c77a7ad94d22f3a581ada84fe51ef1a4a4c", "n_train": 16000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps", "total_rows": 16000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 13.386834621429443}
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diff --git a/meta_only/podC/e16/S1-P-seq/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-P-seq/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8153552bceeeaebb0493e8810d2df786f7934aa7
--- /dev/null
+++ b/meta_only/podC/e16/S1-P-seq/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "gate_proj",
+    "v_proj",
+    "down_proj",
+    "out_proj",
+    "o_proj",
+    "q_proj",
+    "in_proj_qkv",
+    "up_proj",
+    "k_proj",
+    "in_proj_z"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-P-seq/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-P-seq/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-P-seq/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-P-seq/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-P-seq/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..cc4c8ee446300631107ac4f1fc3146508ada9ee8
--- /dev/null
+++ b/meta_only/podC/e16/S1-P-seq/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0012537158327177167,
+  -0.0012539650779217482,
+  -0.0020265395287424326,
+  -0.001510339672677219,
+  -0.0008105137967504561,
+  0.0016958354972302914,
+  0.0014197489945217967,
+  -0.002449424471706152,
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+  -0.0008295960142277181,
+  0.00022813609393779188,
+  0.00015066655760165304,
+  -0.00044758562580682337,
+  -0.004294159356504679,
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+  -0.00598224438726902,
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+  -0.0038190826307982206,
+  -0.0058339862152934074,
+  -0.0037848243955522776
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-P-seq/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-P-seq/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..9cd874cfa1df19e67a6e2df1464e36fbb5e10288
--- /dev/null
+++ b/meta_only/podC/e16/S1-P-seq/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.9468644543154481,
+  "choice": 0.936884012568952,
+  "score": 1.0038528977971535
+ },
+ "fit": {
+  "noul": {
+   "n": 487,
+   "T": 0.9468644543154481,
+   "ce_before": 0.24217554926872253,
+   "ce_after": 0.24158762395381927
+  },
+  "choice": {
+   "n": 660,
+   "T": 0.936884012568952,
+   "ce_before": 0.8635616302490234,
+   "ce_after": 0.863132894039154
+  },
+  "score": {
+   "n": 53,
+   "T": 1.0038528977971535,
+   "ce_before": 1.057722568511963,
+   "ce_after": 1.0577192306518555
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+ },
+ "source": "models/e16/S1-P-seq/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-P-seq/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-P-seq/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e919318e8b40e7757114019c5a2feb1a4ab0fce3
--- /dev/null
+++ b/meta_only/podC/e16/S1-P-seq/ckpt-16000/judge_config.json
@@ -0,0 +1,168 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-P-seq/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e16/P-seq",
+  "data_manifest": {
+   "arm": "P-seq",
+   "name": null,
+   "train_sha256": "352a06e1af36b700db5b052573c9268fb685dbc8d9adb7bbc4f46ff815c65d4b",
+   "n_train": 16000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps",
+  "total_rows": 16000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-16000",
+  "rows_seen": 16000,
+  "replay_seen": 842,
+  "step": 500,
+  "tokens": 8252844,
+  "tok_per_s": 1386.8949068067527,
+  "rows_per_s": 2.830307226569694,
+  "val": {
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+   "dropped_long": 0,
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+   "noul_T": 0.9468644543154481,
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+   "choice_T": 0.936884012568952,
+   "score_ce": 1.057722568511963,
+   "score_T": 1.0038528977971535,
+   "noul_auc": 0.4201360858032522,
+   "noul_acc": 0.9425,
+   "noul_f1": 0.0,
+   "noul_nll": 0.2212630150280893,
+   "noul_ece": 0.025348531398922205,
+   "noul_brier": 0.054343816432269494,
+   "noul_sharp": 0.43251878023147583,
+   "choice_top1": 0.4866666666666667,
+   "choice_nll": 0.8817930817604065,
+   "choice_brier": 0.566070020198822,
+   "choice_ece": 0.06514768242835997,
+   "entropy": 0.6377360224723816
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.282634735107422
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-P-seq/train_log.jsonl b/meta_only/podC/e16/S1-P-seq/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7de561e476ffabe23f1ead2890ddc79543ea0848
--- /dev/null
+++ b/meta_only/podC/e16/S1-P-seq/train_log.jsonl
@@ -0,0 +1,57 @@
+{"time": "09:15:06", "event": "start", "data": "data/e16/P-seq", "data_manifest": {"arm": "P-seq", "name": null, "train_sha256": "352a06e1af36b700db5b052573c9268fb685dbc8d9adb7bbc4f46ff815c65d4b", "n_train": 16000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps", "total_rows": 16000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 20.40945339202881}
+{"time": "09:17:01", "event": "step", "step": 10, "rows_seen": 320, "lr": 7.333333333333333e-05, "tok_per_s": 1458.1514663318733, "loss": 0.6754597574472427, "entropy": 0.7641533091664314, "sharp": 0.27761560449233424}
+{"time": "09:18:51", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.997508952966197e-05, "tok_per_s": 1465.5791442317202, "loss": 0.6083135046064854, "entropy": 0.5527901649475098, "sharp": 0.46365568271050084}
+{"time": "09:20:44", "event": "step", "step": 30, "rows_seen": 960, "lr": 9.977596250541417e-05, "tok_per_s": 1466.3340216070371, "loss": 0.7163332439959049, "entropy": 0.6718907207250595, "sharp": 0.3830925730558542}
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diff --git a/meta_only/podC/e16/S1-T-mix/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-T-mix/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..80ee42cce523f5202a7199e65c5dbc0689112f8e
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-mix/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "in_proj_z",
+    "o_proj",
+    "gate_proj",
+    "v_proj",
+    "up_proj",
+    "out_proj",
+    "down_proj",
+    "k_proj",
+    "in_proj_qkv",
+    "q_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-T-mix/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-T-mix/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-mix/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
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+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-T-mix/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-T-mix/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..7739adebc3affc4528598cee96af6857ef830813
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-mix/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0004625246801879257,
+  -0.0004627758462447673,
+  -0.0026988177560269833,
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+  -0.003944786731153727,
+  -0.0060151442885398865,
+  -0.003909613937139511
+ ],
+ "verbalizer_ids": [
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+  1802,
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+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
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+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
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+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
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+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-T-mix/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-T-mix/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..6295f97f42ca68ea9d52e7034c75be91acc77e82
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-mix/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 1.0710915863114499,
+  "choice": 1.0921000814553972,
+  "score": 1.0438838577564133
+ },
+ "fit": {
+  "noul": {
+   "n": 665,
+   "T": 1.0710915863114499,
+   "ce_before": 0.27357134222984314,
+   "ce_after": 0.2731097638607025
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+  "choice": {
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+   "T": 1.0921000814553972,
+   "ce_before": 0.8053199052810669,
+   "ce_after": 0.8041245937347412
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+  "score": {
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+   "ce_before": 1.1824262142181396,
+   "ce_after": 1.1820231676101685
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+ },
+ "source": "models/e16/S1-T-mix/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-T-mix/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-T-mix/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..66bf285f85beb95c05fcabe07422b8fa7e99de82
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-mix/ckpt-16000/judge_config.json
@@ -0,0 +1,172 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
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+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
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+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-T-mix/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e16/T-mix",
+  "data_manifest": {
+   "arm": "T-mix",
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+   "train_sha256": "a3a61a8c6af690982ec228abd5b1567d3251cb2dcac877aed6244f78775e6ac7",
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+  },
+  "init": "released",
+  "objective": "s-log",
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+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps",
+  "total_rows": 16000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
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+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-16000",
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+  "replay_seen": 842,
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+  "tokens": 6714524,
+  "tok_per_s": 1272.9148312340744,
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+  "val": {
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+   "noul_brier": 0.08141547340772463,
+   "noul_sharp": 0.38084596395492554,
+   "noul_auc_boolq": 0.9857142857142858,
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+   "choice_ece": 0.08702388099152178,
+   "score_rps": 0.10242040455341339,
+   "entropy": 0.5197409391403198
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.282336711883545
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-T-mix/train_log.jsonl b/meta_only/podC/e16/S1-T-mix/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..94ad04771dbb9a1272fc02f34a90e930594a3624
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-mix/train_log.jsonl
@@ -0,0 +1,57 @@
+{"time": "17:51:54", "event": "start", "data": "data/e16/T-mix", "data_manifest": {"arm": "T-mix", "name": null, "train_sha256": "a3a61a8c6af690982ec228abd5b1567d3251cb2dcac877aed6244f78775e6ac7", "n_train": 16000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps", "total_rows": 16000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 12.304251909255981}
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diff --git a/meta_only/podC/e16/S1-T-seq/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-T-seq/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..24222b2c5d4b7a431bebb6c86563fcc0d1936393
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-seq/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "o_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "out_proj",
+    "down_proj",
+    "in_proj_z",
+    "k_proj",
+    "v_proj",
+    "q_proj",
+    "up_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-T-seq/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-T-seq/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-seq/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-T-seq/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-T-seq/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..513084474fc928ce1312917e75664cdfb6881e30
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-seq/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0011691374238580465,
+  -0.0011693864362314343,
+  -0.0019507488468661904,
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+ "verbalizer_ids": [
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+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
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+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
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+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-T-seq/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-T-seq/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..21df46845312b672d531bbe5887a48cc8afd3f74
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-seq/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.9797851707200905,
+  "choice": 0.974336413548668,
+  "score": 0.963663906982005
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+ "fit": {
+  "noul": {
+   "n": 487,
+   "T": 0.9797851707200905,
+   "ce_before": 0.207844540476799,
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+  "choice": {
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+   "T": 0.974336413548668,
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+  "score": {
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+   "ce_after": 1.0435601472854614
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+ "source": "models/e16/S1-T-seq/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-T-seq/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-T-seq/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed9ae6032671b6f660d17f1ac7d47bb03c3204ee
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-seq/ckpt-16000/judge_config.json
@@ -0,0 +1,168 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
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+    8
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+   "choice": [
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+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
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+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
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+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
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+  35,
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+  40,
+  41,
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+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
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+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-T-seq/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e16/T-seq",
+  "data_manifest": {
+   "arm": "T-seq",
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+   "train_sha256": "7af49615f5c3c4bf7c343832a04cb64ee80b96081f744f9714ab78e4cb2b4e73",
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+  "objective": "s-log",
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+   "choice_ece": 0.0988495882352193,
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+  "peak_gib": 18.282634735107422
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-T-seq/ckpt-4000/adapter/adapter_config.json b/meta_only/podC/e16/S1-T-seq/ckpt-4000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..24222b2c5d4b7a431bebb6c86563fcc0d1936393
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-seq/ckpt-4000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "o_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "out_proj",
+    "down_proj",
+    "in_proj_z",
+    "k_proj",
+    "v_proj",
+    "q_proj",
+    "up_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-T-seq/ckpt-4000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-T-seq/ckpt-4000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-seq/ckpt-4000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-T-seq/ckpt-4000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-T-seq/ckpt-4000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..028a7747600c13ada2659e7cd7071092446ce7c6
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-seq/ckpt-4000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
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+  -0.001405955757945776,
+  -0.0028796459082514048,
+  -0.0014012122992426157,
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+  -0.005623655393719673,
+  -0.0035117885563522577
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+ "verbalizer_ids": [
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+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
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+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-T-seq/ckpt-4000/calibration.json b/meta_only/podC/e16/S1-T-seq/ckpt-4000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..b8c960c35b4363064894c2d89f473913fdd44b71
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-seq/ckpt-4000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 1.2390720199201013,
+  "choice": 0.7566379605449634,
+  "score": 0.9755098489924013
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+ "fit": {
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+   "T": 1.2390720199201013,
+   "ce_before": 0.2362591028213501,
+   "ce_after": 0.22755298018455505
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+  "choice": {
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+   "T": 0.7566379605449634,
+   "ce_before": 0.8625169396400452,
+   "ce_after": 0.8548598885536194
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+   "T": 0.9755098489924013,
+   "ce_before": 1.0433542728424072,
+   "ce_after": 1.043172836303711
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+ },
+ "source": "models/e16/S1-T-seq/ckpt-4000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-T-seq/ckpt-4000/judge_config.json b/meta_only/podC/e16/S1-T-seq/ckpt-4000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..21a8eae0298292469b7e7f812654a13595e1fc50
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-seq/ckpt-4000/judge_config.json
@@ -0,0 +1,168 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-T-seq/ckpt-4000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e16/T-seq",
+  "data_manifest": {
+   "arm": "T-seq",
+   "name": null,
+   "train_sha256": "7af49615f5c3c4bf7c343832a04cb64ee80b96081f744f9714ab78e4cb2b4e73",
+   "n_train": 64000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps",
+  "total_rows": 16000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-4000",
+  "rows_seen": 4000,
+  "replay_seen": 210,
+  "step": 125,
+  "tokens": 2059537,
+  "tok_per_s": 1336.3445913852768,
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+  "val": {
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+   "choice_T": 0.7566379605449634,
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+   "noul_f1": 0.0,
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+   "noul_ece": 0.046962215804960586,
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+   "noul_sharp": 0.46957623958587646,
+   "choice_top1": 0.4633333333333333,
+   "choice_nll": 0.8770625591278076,
+   "choice_brier": 0.5592451691627502,
+   "choice_ece": 0.07238859693209332,
+   "entropy": 0.6031460165977478
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.282634735107422
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-T-seq/train_log.jsonl b/meta_only/podC/e16/S1-T-seq/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..345213d9efcd3275eb8526c823be496d9994cd3c
--- /dev/null
+++ b/meta_only/podC/e16/S1-T-seq/train_log.jsonl
@@ -0,0 +1,58 @@
+{"time": "07:35:08", "event": "start", "data": "data/e16/T-seq", "data_manifest": {"arm": "T-seq", "name": null, "train_sha256": "7af49615f5c3c4bf7c343832a04cb64ee80b96081f744f9714ab78e4cb2b4e73", "n_train": 64000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 500 steps", "total_rows": 16000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 12.552327632904053}
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diff --git a/meta_only/podC/e16/S1-Y1-syn/ckpt-4000/adapter/adapter_config.json b/meta_only/podC/e16/S1-Y1-syn/ckpt-4000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..0686cfd4bba210e7f62785e7c1f4a4610a57713d
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y1-syn/ckpt-4000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "out_proj",
+    "gate_proj",
+    "o_proj",
+    "in_proj_z",
+    "k_proj",
+    "up_proj",
+    "q_proj",
+    "in_proj_qkv",
+    "down_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y1-syn/ckpt-4000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-Y1-syn/ckpt-4000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y1-syn/ckpt-4000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y1-syn/ckpt-4000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-Y1-syn/ckpt-4000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..2fb0edd89935ceafa0b5bd4c71eba235ca2efa2e
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y1-syn/ckpt-4000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.00030868840985931456,
+  -0.0003089384699705988,
+  -0.003214517841115594,
+  -0.0018512901151552796,
+  -0.0005110151250846684,
+  0.0017565048765391111,
+  0.0007869700784794986,
+  -0.0021732032764703035,
+  -0.0009394624503329396,
+  2.427854633424431e-05,
+  -0.0006793552893213928,
+  0.00011502827692311257,
+  7.734251994406804e-05,
+  -0.002267225878313184,
+  -0.0033681318163871765,
+  -0.00530932005494833,
+  -0.005979245528578758,
+  -0.004503603558987379,
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+  -0.004569744225591421,
+  -0.003833287162706256,
+  -0.0057987733744084835,
+  -0.003800857812166214
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y1-syn/ckpt-4000/calibration.json b/meta_only/podC/e16/S1-Y1-syn/ckpt-4000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..1c94e7249666e3ff3b739a6302a804d3943ce83c
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y1-syn/ckpt-4000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.8880287076625953,
+  "choice": 0.9621827858379176,
+  "score": 0.941839543442059
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.8880287076625953,
+   "ce_before": 0.5773564577102661,
+   "ce_after": 0.576280415058136
+  },
+  "choice": {
+   "n": 60,
+   "T": 0.9621827858379176,
+   "ce_before": 0.6674591898918152,
+   "ce_after": 0.6671034693717957
+  },
+  "score": {
+   "n": 53,
+   "T": 0.941839543442059,
+   "ce_before": 1.048301100730896,
+   "ce_after": 1.0472520589828491
+  }
+ },
+ "source": "models/e16/S1-Y1-syn/ckpt-4000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y1-syn/ckpt-4000/judge_config.json b/meta_only/podC/e16/S1-Y1-syn/ckpt-4000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1adbf89c0c5886a2ea822f9a9cedbb02cad8e9fb
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y1-syn/ckpt-4000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-Y1-syn/ckpt-4000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e17/Y1",
+  "data_manifest": {
+   "arm": "Y1",
+   "name": null,
+   "train_sha256": "b848872049f0592c4a1c0e4e184e318faf6b2bff3e6e4dc8a52a0e7cf724ab55",
+   "n_train": 4000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps",
+  "total_rows": 4000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-4000",
+  "rows_seen": 4000,
+  "replay_seen": 210,
+  "step": 125,
+  "tokens": 2304188,
+  "tok_per_s": 1267.9115112497711,
+  "rows_per_s": 2.3166110821073906,
+  "val": {
+   "n": 1200,
+   "dropped_long": 0,
+   "noul_ce": 0.5773564577102661,
+   "noul_T": 0.8880287076625953,
+   "choice_ce": 0.6674591898918152,
+   "choice_T": 0.9621827858379176,
+   "score_ce": 1.048301100730896,
+   "score_T": 0.941839543442059,
+   "noul_auc": 0.7319088430242893,
+   "noul_acc": 0.707,
+   "noul_f1": 0.7818317200297841,
+   "noul_nll": 0.5771057973094285,
+   "noul_ece": 0.04505153140425681,
+   "noul_brier": 0.1962686409356703,
+   "noul_sharp": 0.17407843470573425,
+   "entropy": 0.6044238805770874
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.284047603607178
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y1-syn/train_log.jsonl b/meta_only/podC/e16/S1-Y1-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..04c5eb1f3c4a31f34fbcf524e90bcca88808ea5d
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y1-syn/train_log.jsonl
@@ -0,0 +1,15 @@
+{"time": "07:32:04", "event": "start", "data": "data/e17/Y1", "data_manifest": {"arm": "Y1", "name": null, "train_sha256": "b848872049f0592c4a1c0e4e184e318faf6b2bff3e6e4dc8a52a0e7cf724ab55", "n_train": 4000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps", "total_rows": 4000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 61.29859805107117}
+{"time": "07:34:21", "event": "step", "step": 10, "rows_seen": 320, "lr": 9.923040269974204e-05, "tok_per_s": 1349.2829274837434, "loss": 0.6184769198298454, "entropy": 0.6098689995706081, "sharp": 0.17078221030533314}
+{"time": "07:36:40", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.55208574963224e-05, "tok_per_s": 1369.9693302581752, "loss": 0.6013022381812334, "entropy": 0.6330334786325693, "sharp": 0.1431762082502246}
+{"time": "07:38:52", "event": "step", "step": 30, "rows_seen": 960, "lr": 8.897432118673851e-05, "tok_per_s": 1378.3917499629863, "loss": 0.6750278882682323, "entropy": 0.6469560116529465, "sharp": 0.1250277291983366}
+{"time": "07:41:05", "event": "step", "step": 40, "rows_seen": 1280, "lr": 8.002250216471678e-05, "tok_per_s": 1381.1887905164167, "loss": 0.6334777660667896, "entropy": 0.6069665215909481, "sharp": 0.1765824593603611}
+{"time": "07:43:20", "event": "step", "step": 50, "rows_seen": 1600, "lr": 6.925572411108201e-05, "tok_per_s": 1383.265212106719, "loss": 0.6229442171752453, "entropy": 0.5911602675914764, "sharp": 0.18329047411680222}
+{"time": "07:45:25", "event": "step", "step": 60, "rows_seen": 1920, "lr": 5.738399736402462e-05, "tok_per_s": 1383.35962254916, "loss": 0.5885016992688179, "entropy": 0.5969717800617218, "sharp": 0.1945874486118555}
+{"time": "07:47:34", "event": "step", "step": 70, "rows_seen": 2240, "lr": 4.519019760655705e-05, "tok_per_s": 1388.9329805963926, "loss": 0.58300462923944, "entropy": 0.6189426593482494, "sharp": 0.1582572478801012}
+{"time": "07:49:50", "event": "step", "step": 80, "rows_seen": 2560, "lr": 3.3478439481564835e-05, "tok_per_s": 1389.4382121889603, "loss": 0.6045036222785711, "entropy": 0.6155279651284218, "sharp": 0.15254836902022362}
+{"time": "07:52:05", "event": "step", "step": 90, "rows_seen": 2880, "lr": 2.3021049613197416e-05, "tok_per_s": 1391.4987036797982, "loss": 0.582100766710937, "entropy": 0.555737697519362, "sharp": 0.22932531870901585}
+{"time": "07:54:19", "event": "step", "step": 100, "rows_seen": 3200, "lr": 1.4507635874863332e-05, "tok_per_s": 1391.4353395838514, "loss": 0.5727568063884974, "entropy": 0.612534686923027, "sharp": 0.16755686700344086}
+{"time": "07:55:10", "event": "val", "step": 100, "rows_seen": 3200, "n": 500, "dropped_long": 0, "noul_ce": 0.5945215821266174, "noul_T": 0.9878430028082891, "noul_auc": 0.728545990000685, "noul_acc": 0.68, "noul_f1": 0.754601226993865, "noul_nll": 0.584758179180324, "noul_ece": 0.06609167712926867, "noul_brier": 0.19992645217260036, "noul_sharp": 0.18364101648330688, "entropy": 0.5964841842651367}
+{"time": "07:57:20", "event": "step", "step": 110, "rows_seen": 3520, "lr": 8.49961150805399e-06, "tok_per_s": 1343.5684298683277, "loss": 0.6422971989959478, "entropy": 0.5994516275823116, "sharp": 0.16919334419071674}
+{"time": "07:59:33", "event": "step", "step": 120, "rows_seen": 3840, "lr": 5.3931729785351795e-06, "tok_per_s": 1346.8670158824777, "loss": 0.5597401671111584, "entropy": 0.5755327753722668, "sharp": 0.20459836907684803}
+{"time": "08:02:22", "event": "ckpt", "tag": "ckpt-4000", "rows_seen": 4000, "replay_seen": 210, "step": 125, "tokens": 2304188, "tok_per_s": 1267.9115112497711, "rows_per_s": 2.3166110821073906, "val": {"n": 1200, "dropped_long": 0, "noul_ce": 0.5773564577102661, "noul_T": 0.8880287076625953, "choice_ce": 0.6674591898918152, "choice_T": 0.9621827858379176, "score_ce": 1.048301100730896, "score_T": 0.941839543442059, "noul_auc": 0.7319088430242893, "noul_acc": 0.707, "noul_f1": 0.7818317200297841, "noul_nll": 0.5771057973094285, "noul_ece": 0.04505153140425681, "noul_brier": 0.1962686409356703, "noul_sharp": 0.17407843470573425, "entropy": 0.6044238805770874}, "dropped_long": 0, "peak_gib": 18.284047603607178}
diff --git a/meta_only/podC/e16/S1-Y1b-syn/ckpt-4000/adapter/adapter_config.json b/meta_only/podC/e16/S1-Y1b-syn/ckpt-4000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7f3bf9a65b4a5b75bfef2802e987b0e684e3fb8d
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y1b-syn/ckpt-4000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "o_proj",
+    "q_proj",
+    "in_proj_z",
+    "gate_proj",
+    "up_proj",
+    "in_proj_qkv",
+    "down_proj",
+    "out_proj",
+    "v_proj",
+    "k_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y1b-syn/ckpt-4000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-Y1b-syn/ckpt-4000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y1b-syn/ckpt-4000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y1b-syn/ckpt-4000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-Y1b-syn/ckpt-4000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..75bf4694b0dd27b263b1d6c2b9b0d562de5f7897
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y1b-syn/ckpt-4000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0003716093488037586,
+  -0.0003718599327839911,
+  -0.0031481494661420584,
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+  -0.005940826144069433,
+  -0.004375923424959183,
+  -0.0049697039648890495,
+  -0.005118550267070532,
+  -0.004324347712099552,
+  -0.003536549396812916,
+  -0.005637085530906916,
+  -0.003566443221643567
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y1b-syn/ckpt-4000/calibration.json b/meta_only/podC/e16/S1-Y1b-syn/ckpt-4000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..3645b558894fc9520f56b2f1c4c81d1733f14d01
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y1b-syn/ckpt-4000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.9571778485517305,
+  "choice": 1.0680801279331995,
+  "score": 0.9747035756417686
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.9571778485517305,
+   "ce_before": 0.5855098962783813,
+   "ce_after": 0.585365891456604
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.0680801279331995,
+   "ce_before": 0.6698319315910339,
+   "ce_after": 0.6688422560691833
+  },
+  "score": {
+   "n": 53,
+   "T": 0.9747035756417686,
+   "ce_before": 1.0482394695281982,
+   "ce_after": 1.0480387210845947
+  }
+ },
+ "source": "models/e16/S1-Y1b-syn/ckpt-4000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y1b-syn/ckpt-4000/judge_config.json b/meta_only/podC/e16/S1-Y1b-syn/ckpt-4000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..badb838116a598fe58925a12a4f5fb9de41d8e64
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y1b-syn/ckpt-4000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-Y1b-syn/ckpt-4000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e17/Y1b",
+  "data_manifest": {
+   "arm": "Y1b",
+   "name": null,
+   "train_sha256": "a92a2aad5584b7aeb7ec6b03743fe4358b105374dec8b0906930f576bcb14efe",
+   "n_train": 4000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps",
+  "total_rows": 4000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-4000",
+  "rows_seen": 4000,
+  "replay_seen": 210,
+  "step": 125,
+  "tokens": 2304188,
+  "tok_per_s": 1266.7478919998673,
+  "rows_per_s": 2.314485023934384,
+  "val": {
+   "n": 1200,
+   "dropped_long": 0,
+   "noul_ce": 0.5855098962783813,
+   "noul_T": 0.9571778485517305,
+   "choice_ce": 0.6698319315910339,
+   "choice_T": 1.0680801279331995,
+   "score_ce": 1.0482394695281982,
+   "score_T": 0.9747035756417686,
+   "noul_auc": 0.7259265039297031,
+   "noul_acc": 0.7,
+   "noul_f1": 0.7761194029850746,
+   "noul_nll": 0.5825659808665514,
+   "noul_ece": 0.05528412696719172,
+   "noul_brier": 0.19844542164744855,
+   "noul_sharp": 0.1767752319574356,
+   "entropy": 0.6028504967689514
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.284047603607178
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y1b-syn/train_log.jsonl b/meta_only/podC/e16/S1-Y1b-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..657ffe7f04c43b363afb2619523fb3c9acff3fd0
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y1b-syn/train_log.jsonl
@@ -0,0 +1,15 @@
+{"time": "08:58:22", "event": "start", "data": "data/e17/Y1b", "data_manifest": {"arm": "Y1b", "name": null, "train_sha256": "a92a2aad5584b7aeb7ec6b03743fe4358b105374dec8b0906930f576bcb14efe", "n_train": 4000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps", "total_rows": 4000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 56.14185976982117}
+{"time": "09:00:38", "event": "step", "step": 10, "rows_seen": 320, "lr": 9.923040269974204e-05, "tok_per_s": 1355.3239689260758, "loss": 0.6397071182727814, "entropy": 0.6103917844593525, "sharp": 0.1690493691712618}
+{"time": "09:02:58", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.55208574963224e-05, "tok_per_s": 1372.7081797664064, "loss": 0.6219263290986419, "entropy": 0.608941987156868, "sharp": 0.17750771716237068}
+{"time": "09:05:09", "event": "step", "step": 30, "rows_seen": 960, "lr": 8.897432118673851e-05, "tok_per_s": 1380.2364880337277, "loss": 0.6801592335104942, "entropy": 0.6300789415836334, "sharp": 0.14110613241791725}
+{"time": "09:07:23", "event": "step", "step": 40, "rows_seen": 1280, "lr": 8.002250216471678e-05, "tok_per_s": 1382.331753046959, "loss": 0.6274445317685604, "entropy": 0.6189857646822929, "sharp": 0.16330998856574297}
+{"time": "09:09:37", "event": "step", "step": 50, "rows_seen": 1600, "lr": 6.925572411108201e-05, "tok_per_s": 1383.6578689296916, "loss": 0.6039763912558556, "entropy": 0.5992499478161335, "sharp": 0.17834850773215294}
+{"time": "09:11:43", "event": "step", "step": 60, "rows_seen": 1920, "lr": 5.738399736402462e-05, "tok_per_s": 1383.3291175256666, "loss": 0.605742834508419, "entropy": 0.6194467544555664, "sharp": 0.16065563820302486}
+{"time": "09:13:53", "event": "step", "step": 70, "rows_seen": 2240, "lr": 4.519019760655705e-05, "tok_per_s": 1388.5077381527221, "loss": 0.5973333492875099, "entropy": 0.6137074362486601, "sharp": 0.16831161733716726}
+{"time": "09:16:09", "event": "step", "step": 80, "rows_seen": 2560, "lr": 3.3478439481564835e-05, "tok_per_s": 1388.4970451260797, "loss": 0.6268617771565914, "entropy": 0.6233884207904339, "sharp": 0.1492009423673153}
+{"time": "09:18:24", "event": "step", "step": 90, "rows_seen": 2880, "lr": 2.3021049613197416e-05, "tok_per_s": 1390.2242023011518, "loss": 0.5995722711086273, "entropy": 0.580273699015379, "sharp": 0.2105450201779604}
+{"time": "09:20:38", "event": "step", "step": 100, "rows_seen": 3200, "lr": 1.4507635874863332e-05, "tok_per_s": 1389.8882147593952, "loss": 0.5864916667342186, "entropy": 0.6158555150032043, "sharp": 0.16503170784562826}
+{"time": "09:21:29", "event": "val", "step": 100, "rows_seen": 3200, "n": 500, "dropped_long": 0, "noul_ce": 0.6017170548439026, "noul_T": 0.9842829401923214, "noul_auc": 0.7220738305595507, "noul_acc": 0.67, "noul_f1": 0.7496206373292867, "noul_nll": 0.5902641932666302, "noul_ece": 0.06438663601875307, "noul_brier": 0.2018923888452647, "noul_sharp": 0.17688602209091187, "entropy": 0.6041146516799927}
+{"time": "09:23:40", "event": "step", "step": 110, "rows_seen": 3520, "lr": 8.49961150805399e-06, "tok_per_s": 1341.7755293963387, "loss": 0.619984831660986, "entropy": 0.6206269655376673, "sharp": 0.1503076571971178}
+{"time": "09:25:53", "event": "step", "step": 120, "rows_seen": 3840, "lr": 5.3931729785351795e-06, "tok_per_s": 1345.05020717858, "loss": 0.5743725374341011, "entropy": 0.583824597299099, "sharp": 0.19599211029708385}
+{"time": "09:28:42", "event": "ckpt", "tag": "ckpt-4000", "rows_seen": 4000, "replay_seen": 210, "step": 125, "tokens": 2304188, "tok_per_s": 1266.7478919998673, "rows_per_s": 2.314485023934384, "val": {"n": 1200, "dropped_long": 0, "noul_ce": 0.5855098962783813, "noul_T": 0.9571778485517305, "choice_ce": 0.6698319315910339, "choice_T": 1.0680801279331995, "score_ce": 1.0482394695281982, "score_T": 0.9747035756417686, "noul_auc": 0.7259265039297031, "noul_acc": 0.7, "noul_f1": 0.7761194029850746, "noul_nll": 0.5825659808665514, "noul_ece": 0.05528412696719172, "noul_brier": 0.19844542164744855, "noul_sharp": 0.1767752319574356, "entropy": 0.6028504967689514}, "dropped_long": 0, "peak_gib": 18.284047603607178}
diff --git a/meta_only/podC/e16/S1-Y2-syn/ckpt-4000/adapter/adapter_config.json b/meta_only/podC/e16/S1-Y2-syn/ckpt-4000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7eb1879925ad6686311c76da16628ccbde545faa
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y2-syn/ckpt-4000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "o_proj",
+    "in_proj_z",
+    "v_proj",
+    "k_proj",
+    "out_proj",
+    "up_proj",
+    "gate_proj",
+    "q_proj",
+    "in_proj_qkv"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y2-syn/ckpt-4000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-Y2-syn/ckpt-4000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y2-syn/ckpt-4000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y2-syn/ckpt-4000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-Y2-syn/ckpt-4000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..f5971e16ffab38ed3be1e179a1db13733c26fb53
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y2-syn/ckpt-4000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0002567042538430542,
+  -0.0002569531789049506,
+  -0.0031253027264028788,
+  -0.0015670183347538114,
+  -0.0002671287511475384,
+  0.001906060497276485,
+  0.0012789822649210691,
+  -0.0025524820666760206,
+  -0.0011747797252610326,
+  -0.0005370319122448564,
+  -0.000799040193669498,
+  0.00015548913506790996,
+  0.00013035789015702903,
+  -0.001812482951208949,
+  -0.0030377600342035294,
+  -0.005073798820376396,
+  -0.005934907589107752,
+  -0.004339804407209158,
+  -0.0049344878643751144,
+  -0.004969226196408272,
+  -0.004058465361595154,
+  -0.003385046264156699,
+  -0.0055971029214560986,
+  -0.0034749580081552267
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y2-syn/ckpt-4000/calibration.json b/meta_only/podC/e16/S1-Y2-syn/ckpt-4000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..2026d138fb56f703dc078bdb50a8ace82076d89b
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y2-syn/ckpt-4000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.9386443739461563,
+  "choice": 1.080872353372039,
+  "score": 1.0093741991092249
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.9386443739461563,
+   "ce_before": 0.5691205263137817,
+   "ce_after": 0.5687832832336426
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.080872353372039,
+   "ce_before": 0.6702532172203064,
+   "ce_after": 0.668847918510437
+  },
+  "score": {
+   "n": 53,
+   "T": 1.0093741991092249,
+   "ce_before": 1.0452388525009155,
+   "ce_after": 1.0452139377593994
+  }
+ },
+ "source": "models/e16/S1-Y2-syn/ckpt-4000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y2-syn/ckpt-4000/judge_config.json b/meta_only/podC/e16/S1-Y2-syn/ckpt-4000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..80557bafc64930563db64bfac030bc3f7a7ae721
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y2-syn/ckpt-4000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-Y2-syn/ckpt-4000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e17/Y2",
+  "data_manifest": {
+   "arm": "Y2",
+   "name": null,
+   "train_sha256": "0238da33a9ed33ab5954bef74f5b650d2505597027dd0a682f497aadbb522433",
+   "n_train": 16000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps",
+  "total_rows": 4000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-4000",
+  "rows_seen": 4000,
+  "replay_seen": 210,
+  "step": 125,
+  "tokens": 1917419,
+  "tok_per_s": 1255.9876214588219,
+  "rows_per_s": 2.757721645900571,
+  "val": {
+   "n": 1200,
+   "dropped_long": 0,
+   "noul_ce": 0.5691205263137817,
+   "noul_T": 0.9386443739461563,
+   "choice_ce": 0.6702532172203064,
+   "choice_T": 1.080872353372039,
+   "score_ce": 1.0452388525009155,
+   "score_T": 1.0093741991092249,
+   "noul_auc": 0.7473291590015357,
+   "noul_acc": 0.712,
+   "noul_f1": 0.7850746268656716,
+   "noul_nll": 0.5679576270356774,
+   "noul_ece": 0.06407314172387124,
+   "noul_brier": 0.19137427500989102,
+   "noul_sharp": 0.19467057287693024,
+   "entropy": 0.5890152454376221
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.280096530914307
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y2-syn/train_log.jsonl b/meta_only/podC/e16/S1-Y2-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..aff0b9d72f32f517f989ccafc0a0934a77344118
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y2-syn/train_log.jsonl
@@ -0,0 +1,15 @@
+{"time": "23:44:56", "event": "start", "data": "data/e17/Y2", "data_manifest": {"arm": "Y2", "name": null, "train_sha256": "0238da33a9ed33ab5954bef74f5b650d2505597027dd0a682f497aadbb522433", "n_train": 16000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps", "total_rows": 4000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 12.493978500366211}
+{"time": "23:46:49", "event": "step", "step": 10, "rows_seen": 320, "lr": 9.923040269974204e-05, "tok_per_s": 1368.5111626461594, "loss": 0.6046677604317665, "entropy": 0.5933554396033287, "sharp": 0.18780813552439213}
+{"time": "23:48:40", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.55208574963224e-05, "tok_per_s": 1370.8534314315484, "loss": 0.6329167932271957, "entropy": 0.6741661690175533, "sharp": 0.08155736699700356}
+{"time": "23:50:29", "event": "step", "step": 30, "rows_seen": 960, "lr": 8.897432118673851e-05, "tok_per_s": 1373.0249098690374, "loss": 0.6205026358366013, "entropy": 0.6048804000020027, "sharp": 0.17314919456839561}
+{"time": "23:52:22", "event": "step", "step": 40, "rows_seen": 1280, "lr": 8.002250216471678e-05, "tok_per_s": 1371.0990359904097, "loss": 0.5880994573235512, "entropy": 0.5842309333384037, "sharp": 0.21212819777429104}
+{"time": "23:54:18", "event": "step", "step": 50, "rows_seen": 1600, "lr": 6.925572411108201e-05, "tok_per_s": 1371.8447067051814, "loss": 0.5944995419122279, "entropy": 0.5477271191775799, "sharp": 0.2295781448483467}
+{"time": "23:56:03", "event": "step", "step": 60, "rows_seen": 1920, "lr": 5.738399736402462e-05, "tok_per_s": 1367.6971197748578, "loss": 0.6090604811906815, "entropy": 0.6175775229930878, "sharp": 0.16442812234163284}
+{"time": "23:57:57", "event": "step", "step": 70, "rows_seen": 2240, "lr": 4.519019760655705e-05, "tok_per_s": 1370.111104115641, "loss": 0.5634959321469069, "entropy": 0.5667294189333916, "sharp": 0.21875445544719696}
+{"time": "23:59:49", "event": "step", "step": 80, "rows_seen": 2560, "lr": 3.3478439481564835e-05, "tok_per_s": 1370.1190227289958, "loss": 0.5955769941210747, "entropy": 0.6118762493133545, "sharp": 0.17055212892591953}
+{"time": "00:01:39", "event": "step", "step": 90, "rows_seen": 2880, "lr": 2.3021049613197416e-05, "tok_per_s": 1370.421718272985, "loss": 0.6045472249388695, "entropy": 0.6013876870274544, "sharp": 0.18163275346159935}
+{"time": "00:03:31", "event": "step", "step": 100, "rows_seen": 3200, "lr": 1.4507635874863332e-05, "tok_per_s": 1371.0722977836829, "loss": 0.6447472348809242, "entropy": 0.6468498855829239, "sharp": 0.1317544225603342}
+{"time": "00:04:13", "event": "val", "step": 100, "rows_seen": 3200, "n": 500, "dropped_long": 0, "noul_ce": 0.5854560732841492, "noul_T": 0.8441667840939151, "noul_auc": 0.7338653653908064, "noul_acc": 0.714, "noul_f1": 0.7936507936507936, "noul_nll": 0.5800807730853558, "noul_ece": 0.07054464173316957, "noul_brier": 0.19627519316409103, "noul_sharp": 0.17740468680858612, "entropy": 0.6102525591850281}
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+{"time": "00:07:59", "event": "step", "step": 120, "rows_seen": 3840, "lr": 5.3931729785351795e-06, "tok_per_s": 1329.402263429339, "loss": 0.5838855244219303, "entropy": 0.6219261214137077, "sharp": 0.15244722925126553}
+{"time": "00:10:23", "event": "ckpt", "tag": "ckpt-4000", "rows_seen": 4000, "replay_seen": 210, "step": 125, "tokens": 1917419, "tok_per_s": 1255.9876214588219, "rows_per_s": 2.757721645900571, "val": {"n": 1200, "dropped_long": 0, "noul_ce": 0.5691205263137817, "noul_T": 0.9386443739461563, "choice_ce": 0.6702532172203064, "choice_T": 1.080872353372039, "score_ce": 1.0452388525009155, "score_T": 1.0093741991092249, "noul_auc": 0.7473291590015357, "noul_acc": 0.712, "noul_f1": 0.7850746268656716, "noul_nll": 0.5679576270356774, "noul_ece": 0.06407314172387124, "noul_brier": 0.19137427500989102, "noul_sharp": 0.19467057287693024, "entropy": 0.5890152454376221}, "dropped_long": 0, "peak_gib": 18.280096530914307}
diff --git a/meta_only/podC/e16/S1-Y3-syn/ckpt-4000/adapter/adapter_config.json b/meta_only/podC/e16/S1-Y3-syn/ckpt-4000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c9f1ae61d65dc29420488fba4d0c422e7b078a2f
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3-syn/ckpt-4000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "q_proj",
+    "up_proj",
+    "out_proj",
+    "in_proj_qkv",
+    "gate_proj",
+    "k_proj",
+    "o_proj",
+    "down_proj",
+    "in_proj_z",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y3-syn/ckpt-4000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-Y3-syn/ckpt-4000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3-syn/ckpt-4000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y3-syn/ckpt-4000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-Y3-syn/ckpt-4000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..20fe6503ded618022426d895effbe7bca0a86f92
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3-syn/ckpt-4000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.00035234566894359887,
+  -0.0003525962820276618,
+  -0.0032083860132843256,
+  -0.001530397916212678,
+  -0.00021278017084114254,
+  0.0019549222197383642,
+  0.0011575397802516818,
+  -0.002516677835956216,
+  -0.0011689916718751192,
+  -0.0006780140101909637,
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+  -0.005935087334364653,
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+  -0.0040449160151183605,
+  -0.0033793740440160036,
+  -0.005602369084954262,
+  -0.0034769803751260042
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y3-syn/ckpt-4000/calibration.json b/meta_only/podC/e16/S1-Y3-syn/ckpt-4000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..eb437ba59658d5fda23b2e5272c5888085000b5c
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3-syn/ckpt-4000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.9214564265163647,
+  "choice": 1.116874993519891,
+  "score": 0.9583747074926882
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.9214564265163647,
+   "ce_before": 0.5728203058242798,
+   "ce_after": 0.5722641944885254
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.116874993519891,
+   "ce_before": 0.6696932315826416,
+   "ce_after": 0.66684889793396
+  },
+  "score": {
+   "n": 53,
+   "T": 0.9583747074926882,
+   "ce_before": 1.0490392446517944,
+   "ce_after": 1.0485010147094727
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+ },
+ "source": "models/e16/S1-Y3-syn/ckpt-4000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y3-syn/ckpt-4000/judge_config.json b/meta_only/podC/e16/S1-Y3-syn/ckpt-4000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c7be528df29ab00e308c5210c5a7dd5830747590
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3-syn/ckpt-4000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-Y3-syn/ckpt-4000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e17/Y3",
+  "data_manifest": {
+   "arm": "Y3",
+   "name": null,
+   "train_sha256": "9ffe1df25f889bafc0c2d9294aea272006c4221bb31d08a5e69cf31d8b8274c3",
+   "n_train": 8000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps",
+  "total_rows": 4000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-4000",
+  "rows_seen": 4000,
+  "replay_seen": 210,
+  "step": 125,
+  "tokens": 1917419,
+  "tok_per_s": 1256.6169756705071,
+  "rows_per_s": 2.7591034902508995,
+  "val": {
+   "n": 1200,
+   "dropped_long": 0,
+   "noul_ce": 0.5728203058242798,
+   "noul_T": 0.9214564265163647,
+   "choice_ce": 0.6696932315826416,
+   "choice_T": 1.116874993519891,
+   "score_ce": 1.0490392446517944,
+   "score_T": 0.9583747074926882,
+   "noul_auc": 0.7405866567652867,
+   "noul_acc": 0.714,
+   "noul_f1": 0.7786377708978328,
+   "noul_nll": 0.5765353622511029,
+   "noul_ece": 0.05501407265663147,
+   "noul_brier": 0.19510827400969102,
+   "noul_sharp": 0.18596558272838593,
+   "entropy": 0.595518946647644
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.280096530914307
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y3-syn/train_log.jsonl b/meta_only/podC/e16/S1-Y3-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..09efcebc1b9f432ad9e286eda1abd03b35c0dc8f
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3-syn/train_log.jsonl
@@ -0,0 +1,15 @@
+{"time": "01:05:21", "event": "start", "data": "data/e17/Y3", "data_manifest": {"arm": "Y3", "name": null, "train_sha256": "9ffe1df25f889bafc0c2d9294aea272006c4221bb31d08a5e69cf31d8b8274c3", "n_train": 8000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps", "total_rows": 4000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 32.81293439865112}
+{"time": "01:07:14", "event": "step", "step": 10, "rows_seen": 320, "lr": 9.923040269974204e-05, "tok_per_s": 1364.5715968505115, "loss": 0.6105536706745625, "entropy": 0.624232292175293, "sharp": 0.1569026978686452}
+{"time": "01:09:05", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.55208574963224e-05, "tok_per_s": 1369.7255725732193, "loss": 0.5992398858070374, "entropy": 0.6157410889863968, "sharp": 0.16608509048819542}
+{"time": "01:10:54", "event": "step", "step": 30, "rows_seen": 960, "lr": 8.897432118673851e-05, "tok_per_s": 1371.209417522115, "loss": 0.6482185497879982, "entropy": 0.6437060311436653, "sharp": 0.13128993660211563}
+{"time": "01:12:47", "event": "step", "step": 40, "rows_seen": 1280, "lr": 8.002250216471678e-05, "tok_per_s": 1369.5928016271407, "loss": 0.610803384333849, "entropy": 0.6227365955710411, "sharp": 0.16041755117475986}
+{"time": "01:14:43", "event": "step", "step": 50, "rows_seen": 1600, "lr": 6.925572411108201e-05, "tok_per_s": 1370.559342427993, "loss": 0.6154841892421246, "entropy": 0.603785302489996, "sharp": 0.17805572971701622}
+{"time": "01:16:27", "event": "step", "step": 60, "rows_seen": 1920, "lr": 5.738399736402462e-05, "tok_per_s": 1369.4051470195554, "loss": 0.5941597372293472, "entropy": 0.6206606030464172, "sharp": 0.15935504995286465}
+{"time": "01:18:21", "event": "step", "step": 70, "rows_seen": 2240, "lr": 4.519019760655705e-05, "tok_per_s": 1371.1148666839047, "loss": 0.5836783200502396, "entropy": 0.6101953387260437, "sharp": 0.176785284653306}
+{"time": "01:20:13", "event": "step", "step": 80, "rows_seen": 2560, "lr": 3.3478439481564835e-05, "tok_per_s": 1370.9602137966551, "loss": 0.5998891144990921, "entropy": 0.5928880646824837, "sharp": 0.19732085801661015}
+{"time": "01:22:04", "event": "step", "step": 90, "rows_seen": 2880, "lr": 2.3021049613197416e-05, "tok_per_s": 1371.1121450585822, "loss": 0.6080236434936523, "entropy": 0.6150591671466827, "sharp": 0.1680168565362692}
+{"time": "01:23:56", "event": "step", "step": 100, "rows_seen": 3200, "lr": 1.4507635874863332e-05, "tok_per_s": 1371.6633358816578, "loss": 0.6339606642723083, "entropy": 0.6417156383395195, "sharp": 0.1349787302315235}
+{"time": "01:24:37", "event": "val", "step": 100, "rows_seen": 3200, "n": 500, "dropped_long": 0, "noul_ce": 0.5877991318702698, "noul_T": 0.8707594565092615, "noul_auc": 0.7267998441179959, "noul_acc": 0.706, "noul_f1": 0.7847730600292826, "noul_nll": 0.5853154966682196, "noul_ece": 0.06285291904211046, "noul_brier": 0.19847797591179428, "noul_sharp": 0.1767263561487198, "entropy": 0.6081562638282776}
+{"time": "01:26:27", "event": "step", "step": 110, "rows_seen": 3520, "lr": 8.49961150805399e-06, "tok_per_s": 1327.9533066616686, "loss": 0.6073020175099373, "entropy": 0.6204562224447727, "sharp": 0.15250252187252045}
+{"time": "01:28:23", "event": "step", "step": 120, "rows_seen": 3840, "lr": 5.3931729785351795e-06, "tok_per_s": 1330.3996356781201, "loss": 0.6043575443327427, "entropy": 0.6264535486698151, "sharp": 0.1486825179308653}
+{"time": "01:30:47", "event": "ckpt", "tag": "ckpt-4000", "rows_seen": 4000, "replay_seen": 210, "step": 125, "tokens": 1917419, "tok_per_s": 1256.6169756705071, "rows_per_s": 2.7591034902508995, "val": {"n": 1200, "dropped_long": 0, "noul_ce": 0.5728203058242798, "noul_T": 0.9214564265163647, "choice_ce": 0.6696932315826416, "choice_T": 1.116874993519891, "score_ce": 1.0490392446517944, "score_T": 0.9583747074926882, "noul_auc": 0.7405866567652867, "noul_acc": 0.714, "noul_f1": 0.7786377708978328, "noul_nll": 0.5765353622511029, "noul_ece": 0.05501407265663147, "noul_brier": 0.19510827400969102, "noul_sharp": 0.18596558272838593, "entropy": 0.595518946647644}, "dropped_long": 0, "peak_gib": 18.280096530914307}
diff --git a/meta_only/podC/e16/S1-Y3G-syn/ckpt-4000/adapter/adapter_config.json b/meta_only/podC/e16/S1-Y3G-syn/ckpt-4000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..c82c21592cccf1fac5b7843e81cea82a4576f3bc
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3G-syn/ckpt-4000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "out_proj",
+    "gate_proj",
+    "v_proj",
+    "k_proj",
+    "in_proj_qkv",
+    "q_proj",
+    "in_proj_z",
+    "up_proj",
+    "o_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y3G-syn/ckpt-4000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-Y3G-syn/ckpt-4000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3G-syn/ckpt-4000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y3G-syn/ckpt-4000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-Y3G-syn/ckpt-4000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..053bbd3379a0f7e02267bfb0235420c88a0c5a7b
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3G-syn/ckpt-4000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.0003597389440983534,
+  -0.0003599923802539706,
+  -0.0027233215514570475,
+  -5.865615821676329e-05,
+  7.592883048346266e-05,
+  0.0008397225174121559,
+  -0.0006481060408987105,
+  -0.0030436920933425426,
+  -0.0005932648782618344,
+  -0.0005945975426584482,
+  -0.000989665393717587,
+  -0.0005483168642967939,
+  -6.165822560433298e-05,
+  -0.0013168595032766461,
+  -0.003837079042568803,
+  -0.005066069774329662,
+  -0.0059346649795770645,
+  -0.004356786143034697,
+  -0.0049285595305264,
+  -0.004933020565658808,
+  -0.004015958867967129,
+  -0.0033477540127933025,
+  -0.005596072878688574,
+  -0.0034625777043402195
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y3G-syn/ckpt-4000/calibration.json b/meta_only/podC/e16/S1-Y3G-syn/ckpt-4000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..c91b2516ee6549a7ec7d32817c49147f977b2590
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3G-syn/ckpt-4000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.9091467509922421,
+  "choice": 1.2202632960357618,
+  "score": 1.022931988825267
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.9091467509922421,
+   "ce_before": 0.5767381191253662,
+   "ce_after": 0.5760189890861511
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.2202632960357618,
+   "ce_before": 0.6706594228744507,
+   "ce_after": 0.6606348156929016
+  },
+  "score": {
+   "n": 53,
+   "T": 1.022931988825267,
+   "ce_before": 1.0627328157424927,
+   "ce_after": 1.06259024143219
+  }
+ },
+ "source": "models/e16/S1-Y3G-syn/ckpt-4000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y3G-syn/ckpt-4000/judge_config.json b/meta_only/podC/e16/S1-Y3G-syn/ckpt-4000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4f20db40367bba974f876da1fe3cc3e93350edfc
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3G-syn/ckpt-4000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-Y3G-syn/ckpt-4000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e17/Y3G",
+  "data_manifest": {
+   "arm": "Y3G",
+   "name": null,
+   "train_sha256": "86dc1b14efda0ff63ff8dd00e911664dcfe1dcaa2fb99aedc52845fbcd581d97",
+   "n_train": 4000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
+  "replay": "data/e16/replay/train.jsonl",
+  "replay_frac": 0.05,
+  "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e",
+  "max_len": 3072,
+  "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps",
+  "total_rows": 4000,
+  "lora": {
+   "r": 16,
+   "lora_alpha": 32,
+   "lora_dropout": 0.05
+  },
+  "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4",
+  "event": "ckpt",
+  "tag": "ckpt-4000",
+  "rows_seen": 4000,
+  "replay_seen": 210,
+  "step": 125,
+  "tokens": 1531164,
+  "tok_per_s": 1152.2179016355374,
+  "rows_per_s": 3.168071715239845,
+  "val": {
+   "n": 1200,
+   "dropped_long": 0,
+   "noul_ce": 0.5767381191253662,
+   "noul_T": 0.9091467509922421,
+   "choice_ce": 0.6706594228744507,
+   "choice_T": 1.2202632960357618,
+   "score_ce": 1.0627328157424927,
+   "score_T": 1.022931988825267,
+   "noul_auc": 0.7376542168064673,
+   "noul_acc": 0.712,
+   "noul_f1": 0.7781201848998459,
+   "noul_nll": 0.5810808676555753,
+   "noul_ece": 0.05260621081292631,
+   "noul_brier": 0.1969657649226474,
+   "noul_sharp": 0.18038372695446014,
+   "entropy": 0.6020534038543701
+  },
+  "dropped_long": 0,
+  "peak_gib": 18.282336711883545
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y3G-syn/train_log.jsonl b/meta_only/podC/e16/S1-Y3G-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..a4904b816d05edbb6db1e86c31d79b9e44f441da
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3G-syn/train_log.jsonl
@@ -0,0 +1,15 @@
+{"time": "02:24:37", "event": "start", "data": "data/e17/Y3G", "data_manifest": {"arm": "Y3G", "name": null, "train_sha256": "86dc1b14efda0ff63ff8dd00e911664dcfe1dcaa2fb99aedc52845fbcd581d97", "n_train": 4000}, "init": "released", "objective": "s-log", "sigma": 0.5, "K": 8, "reward": "brier", "clip": 0.2, "passes": 1, "lr": 0.0001, "lr_head": 0.0002, "rows_per_step": 32, "train_seed": 0, "replay": "data/e16/replay/train.jsonl", "replay_frac": 0.05, "replay_sha256": "9dd2df19851678750cf79d2fdb47581720930ef2f0c6e18e6fbe23ef2181847e", "max_len": 3072, "schedule": "warmup 0.03 + cosine to x0.05 over 125 steps", "total_rows": 4000, "lora": {"r": 16, "lora_alpha": 32, "lora_dropout": 0.05}, "trainer_sha256": "bc7c08e836bd99bb2665b02903cd41404ea029ecfa9b68a9ec1a7cda96958ba4", "device": "cuda", "load_s": 10.433943033218384}
+{"time": "02:26:19", "event": "step", "step": 10, "rows_seen": 320, "lr": 9.923040269974204e-05, "tok_per_s": 1245.4239574736798, "loss": 0.5578820370137691, "entropy": 0.5243087187409401, "sharp": 0.231366530612663}
+{"time": "02:27:54", "event": "step", "step": 20, "rows_seen": 640, "lr": 9.55208574963224e-05, "tok_per_s": 1261.3376602909277, "loss": 0.5906420666724443, "entropy": 0.6003044676035643, "sharp": 0.11130263408025105}
+{"time": "02:29:30", "event": "step", "step": 30, "rows_seen": 960, "lr": 8.897432118673851e-05, "tok_per_s": 1264.9416857051428, "loss": 0.5445337928831577, "entropy": 0.5154687650501728, "sharp": 0.20469178160031637}
+{"time": "02:31:05", "event": "step", "step": 40, "rows_seen": 1280, "lr": 8.002250216471678e-05, "tok_per_s": 1260.31834862461, "loss": 0.5332358963787556, "entropy": 0.55531145632267, "sharp": 0.18633207572357996}
+{"time": "02:32:42", "event": "step", "step": 50, "rows_seen": 1600, "lr": 6.925572411108201e-05, "tok_per_s": 1262.029078551698, "loss": 0.6155708581209183, "entropy": 0.5850767493247986, "sharp": 0.19907027924502338}
+{"time": "02:34:22", "event": "step", "step": 60, "rows_seen": 1920, "lr": 5.738399736402462e-05, "tok_per_s": 1266.3363653731792, "loss": 0.4755182545632124, "entropy": 0.49745061062276363, "sharp": 0.22072337911679193}
+{"time": "02:35:57", "event": "step", "step": 70, "rows_seen": 2240, "lr": 4.519019760655705e-05, "tok_per_s": 1266.8940871501416, "loss": 0.5952300131320953, "entropy": 0.5963937938213348, "sharp": 0.2202416283112985}
+{"time": "02:37:29", "event": "step", "step": 80, "rows_seen": 2560, "lr": 3.3478439481564835e-05, "tok_per_s": 1266.0291181984694, "loss": 0.5222144238650799, "entropy": 0.5298754926770926, "sharp": 0.2012815641032325}
+{"time": "02:39:07", "event": "step", "step": 90, "rows_seen": 2880, "lr": 2.3021049613197416e-05, "tok_per_s": 1269.0026666764186, "loss": 0.5209805313497782, "entropy": 0.5204898826777935, "sharp": 0.2089992860953013}
+{"time": "02:40:44", "event": "step", "step": 100, "rows_seen": 3200, "lr": 1.4507635874863332e-05, "tok_per_s": 1271.9831370635163, "loss": 0.5165305882692337, "entropy": 0.5311486795544624, "sharp": 0.20421070341140993}
+{"time": "02:41:25", "event": "val", "step": 100, "rows_seen": 3200, "n": 500, "dropped_long": 0, "noul_ce": 0.590972363948822, "noul_T": 0.9263728563234689, "noul_auc": 0.7240719090462394, "noul_acc": 0.706, "noul_f1": 0.7789473684210526, "noul_nll": 0.5895924064964057, "noul_ece": 0.06837876945734024, "noul_brier": 0.19998280079135225, "noul_sharp": 0.1810148060321808, "entropy": 0.6024599075317383}
+{"time": "02:42:59", "event": "step", "step": 110, "rows_seen": 3520, "lr": 8.49961150805399e-06, "tok_per_s": 1225.225638147131, "loss": 0.5217587500810623, "entropy": 0.5120251588523388, "sharp": 0.23085414209673483}
+{"time": "02:44:33", "event": "step", "step": 120, "rows_seen": 3840, "lr": 5.3931729785351795e-06, "tok_per_s": 1230.5141985975138, "loss": 0.5003722496330738, "entropy": 0.5116445422172546, "sharp": 0.1884091725716224}
+{"time": "02:46:47", "event": "ckpt", "tag": "ckpt-4000", "rows_seen": 4000, "replay_seen": 210, "step": 125, "tokens": 1531164, "tok_per_s": 1152.2179016355374, "rows_per_s": 3.168071715239845, "val": {"n": 1200, "dropped_long": 0, "noul_ce": 0.5767381191253662, "noul_T": 0.9091467509922421, "choice_ce": 0.6706594228744507, "choice_T": 1.2202632960357618, "score_ce": 1.0627328157424927, "score_T": 1.022931988825267, "noul_auc": 0.7376542168064673, "noul_acc": 0.712, "noul_f1": 0.7781201848998459, "noul_nll": 0.5810808676555753, "noul_ece": 0.05260621081292631, "noul_brier": 0.1969657649226474, "noul_sharp": 0.18038372695446014, "entropy": 0.6020534038543701}, "dropped_long": 0, "peak_gib": 18.282336711883545}
diff --git a/meta_only/podC/e16/S1-Y3x16-syn/ckpt-16000/adapter/adapter_config.json b/meta_only/podC/e16/S1-Y3x16-syn/ckpt-16000/adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6509ad87c662c9d42632b79e286054e9d5e30614
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3x16-syn/ckpt-16000/adapter/adapter_config.json
@@ -0,0 +1,57 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": "/workspace/jev_kt/models/hf/JEV-9B",
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.05,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 16,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "v_proj",
+    "up_proj",
+    "down_proj",
+    "q_proj",
+    "in_proj_z",
+    "o_proj",
+    "in_proj_qkv",
+    "out_proj",
+    "gate_proj",
+    "k_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y3x16-syn/ckpt-16000/adapter_vllm/adapter_config.json b/meta_only/podC/e16/S1-Y3x16-syn/ckpt-16000/adapter_vllm/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d093d03334d1bcd8511a3867adb084f382fd3c5
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3x16-syn/ckpt-16000/adapter_vllm/adapter_config.json
@@ -0,0 +1,58 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": {
+    "base_model_class": "Qwen3_5ForCausalLM",
+    "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5"
+  },
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "kasa_config": null,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 64.0,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "lora_ga_config": null,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "monteclora_config": null,
+  "peft_type": "LORA",
+  "peft_version": "0.21.0",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "down_proj",
+    "gate_proj",
+    "in_proj_qkv",
+    "in_proj_z",
+    "k_proj",
+    "lm_head",
+    "o_proj",
+    "out_proj",
+    "q_proj",
+    "up_proj",
+    "v_proj"
+  ],
+  "target_parameters": null,
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_bdlora": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false,
+  "velora_config": null
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y3x16-syn/ckpt-16000/adapter_vllm/decision_head.json b/meta_only/podC/e16/S1-Y3x16-syn/ckpt-16000/adapter_vllm/decision_head.json
new file mode 100644
index 0000000000000000000000000000000000000000..5c4f338871cc7b87f8356c1710ed2307605af239
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3x16-syn/ckpt-16000/adapter_vllm/decision_head.json
@@ -0,0 +1,99 @@
+{
+ "bias": [
+  0.000408478663302958,
+  -0.000408743362640962,
+  -0.002536365296691656,
+  -0.0013316679978743196,
+  -0.00019202566181775182,
+  0.0020545211154967546,
+  0.0013678696705028415,
+  -0.002373651834204793,
+  -0.00046748624299652874,
+  -0.0003460609877947718,
+  -9.067569772014394e-05,
+  0.000117175979539752,
+  -0.000500132271554321,
+  -0.0035299723967909813,
+  -0.004429924767464399,
+  -0.005125102121382952,
+  -0.005822468549013138,
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+  -0.004946091677993536,
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+  -0.003806530963629484,
+  -0.0033990584779530764,
+  -0.0056678419932723045,
+  -0.0034906675573438406
+ ],
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "note": "decision logits = lm_head-LoRA logprobs of verbalizer ids + bias, then per-kind temperature"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y3x16-syn/ckpt-16000/calibration.json b/meta_only/podC/e16/S1-Y3x16-syn/ckpt-16000/calibration.json
new file mode 100644
index 0000000000000000000000000000000000000000..5771e9fcec642e4814a1b74f640b75e911f34818
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3x16-syn/ckpt-16000/calibration.json
@@ -0,0 +1,29 @@
+{
+ "version": 1,
+ "per_kind": {
+  "noul": 0.8666640186883002,
+  "choice": 1.010872060496732,
+  "score": 0.9823579469129842
+ },
+ "fit": {
+  "noul": {
+   "n": 1087,
+   "T": 0.8666640186883002,
+   "ce_before": 0.5714728832244873,
+   "ce_after": 0.5698789358139038
+  },
+  "choice": {
+   "n": 60,
+   "T": 1.010872060496732,
+   "ce_before": 0.6802632808685303,
+   "ce_after": 0.68024080991745
+  },
+  "score": {
+   "n": 53,
+   "T": 0.9823579469129842,
+   "ce_before": 1.0610097646713257,
+   "ce_after": 1.0609140396118164
+  }
+ },
+ "source": "models/e16/S1-Y3x16-syn/ckpt-16000"
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y3x16-syn/ckpt-16000/judge_config.json b/meta_only/podC/e16/S1-Y3x16-syn/ckpt-16000/judge_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5449f43a6a0196d821f1f7d98c24a67b2d2eb39a
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3x16-syn/ckpt-16000/judge_config.json
@@ -0,0 +1,164 @@
+{
+ "base_model_path": "/root/models/Qwen3.5-9B",
+ "hidden_size": 4096,
+ "slots": {
+  "num_slots": 24,
+  "ranges": {
+   "noul": [
+    0,
+    2
+   ],
+   "score": [
+    2,
+    8
+   ],
+   "choice": [
+    8,
+    24
+   ]
+  },
+  "verbalizers": [
+   "false",
+   "true",
+   "0",
+   "1",
+   "2",
+   "3",
+   "4",
+   "5",
+   "A",
+   "B",
+   "C",
+   "D",
+   "E",
+   "F",
+   "G",
+   "H",
+   "I",
+   "J",
+   "K",
+   "L",
+   "M",
+   "N",
+   "O",
+   "P"
+  ],
+  "template_version": "bare-v1"
+ },
+ "verbalizer_ids": [
+  3721,
+  1802,
+  15,
+  16,
+  17,
+  18,
+  19,
+  20,
+  32,
+  33,
+  34,
+  35,
+  36,
+  37,
+  38,
+  39,
+  40,
+  41,
+  42,
+  43,
+  44,
+  45,
+  46,
+  47
+ ],
+ "kinds": [
+  "noul",
+  "choice",
+  "score"
+ ],
+ "model_name": "jev-judge-qwen35-9b",
+ "model_version": "0.8.0",
+ "lm_head_included": true,
+ "weights_mode": "unmerged",
+ "adapter_subfolder": "adapter",
+ "lora": {
+  "r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "target_modules": [
+   "down_proj",
+   "gate_proj",
+   "in_proj_qkv",
+   "in_proj_z",
+   "k_proj",
+   "o_proj",
+   "out_proj",
+   "q_proj",
+   "up_proj",
+   "v_proj"
+  ]
+ },
+ "trained_stage": "e16",
+ "source_checkpoint": "models/e16/S1-Y3x16-syn/ckpt-16000",
+ "softcap": null,
+ "e16": {
+  "data": "data/e17/Y3",
+  "data_manifest": {
+   "arm": "Y3",
+   "name": null,
+   "train_sha256": "f56245cab7b16f47cae15e6465cca6be8735a97816b7297772835e188ba03b77",
+   "n_train": 16000
+  },
+  "init": "released",
+  "objective": "s-log",
+  "sigma": 0.5,
+  "K": 8,
+  "reward": "brier",
+  "clip": 0.2,
+  "passes": 1,
+  "lr": 0.0001,
+  "lr_head": 0.0002,
+  "rows_per_step": 32,
+  "train_seed": 0,
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+  "peak_gib": 18.282634258270264
+ }
+}
\ No newline at end of file
diff --git a/meta_only/podC/e16/S1-Y3x16-syn/train_log.jsonl b/meta_only/podC/e16/S1-Y3x16-syn/train_log.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cb6911c1af4bfad9eedc002f84dacf6359283859
--- /dev/null
+++ b/meta_only/podC/e16/S1-Y3x16-syn/train_log.jsonl
@@ -0,0 +1,57 @@
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