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Model: SeongryongJung/Qwen3-8B-Biology-GRPO-TR
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section,parameter,value,source
Run identity,Base model,Qwen/Qwen3-8B,queue/script override
Run identity,Dataset,Biology / SciKnowEval biology,run_qwen3_generalization.sh
Run identity,Method,GRPO,run_qwen3_generalization.sh
Run identity,Config,baseline_grpo,run_qwen3_generalization.sh
Run identity,Experiment,qwen3gen-biology-GRPO-Qwen-Qwen3-8B-mbs8-train32-rollout8-lr1e-6-vllm0.8,run_qwen3_generalization.sh
Run identity,W&B run,run-20260703_072949-j4sb7trr,wandb
Data,Train file,datasets/sciknoweval/biology/train.parquet,script override
Data,Validation file,datasets/sciknoweval/biology/test.parquet,script override
Data,Train batch size,32,queue/script override
Data,Train max samples,3200,queue/script override
Schedule,Total training steps,100,queue/script override
Schedule,Validation before train,False,queue/script override
Schedule,Save frequency,10,queue/script override
Schedule,Validation frequency,10,queue/script override
Sequence,Max prompt length,2048,queue/script override
Sequence,Max response length,8192,queue/script override
Sequence,Max model length,10240,queue/script override
Rollout,Train rollout n,8,queue/script override
Rollout,Validation rollout n,16,queue/script override
Rollout,vLLM GPU memory utilization,0.8,queue/script override
Optimization,Learning rate,1e-6,GRPO method override
Optimization,Weight decay,0.01,script override
PPO/GRPO,PPO mini batch size,8,queue/script override
PPO/GRPO,Normalize GRPO advantages by std,False,baseline_grpo.yaml / script override
Rollout correction,Importance sampling mode,token,script override
Rollout correction,IS threshold,2.0,script override
Checkpoint/Logging,Checkpoint root,checkpoints/datasets/sciknoweval/biology/qwen3gen-biology-GRPO-Qwen-Qwen3-8B-mbs8-train32-rollout8-lr1e-6-vllm0.8,script override
Checkpoint/Logging,Latest checkpointed iteration,100,latest_checkpointed_iteration.txt
Checkpoint/Logging,External actor archive,checkpoints/datasets/sciknoweval/biology/qwen3gen-biology-GRPO-Qwen-Qwen3-8B-mbs8-train32-rollout8-lr1e-6-vllm0.8/_actor_archive,preserve_actor_checkpoints.py
Checkpoint/Logging,Logger,"console, wandb",ppo_trainer.yaml
PPO/GRPO,Policy loss mode,vanilla,method override
PPO/GRPO,Actor KL loss coef,0.0,method override
1 section parameter value source
2 Run identity Base model Qwen/Qwen3-8B queue/script override
3 Run identity Dataset Biology / SciKnowEval biology run_qwen3_generalization.sh
4 Run identity Method GRPO run_qwen3_generalization.sh
5 Run identity Config baseline_grpo run_qwen3_generalization.sh
6 Run identity Experiment qwen3gen-biology-GRPO-Qwen-Qwen3-8B-mbs8-train32-rollout8-lr1e-6-vllm0.8 run_qwen3_generalization.sh
7 Run identity W&B run run-20260703_072949-j4sb7trr wandb
8 Data Train file datasets/sciknoweval/biology/train.parquet script override
9 Data Validation file datasets/sciknoweval/biology/test.parquet script override
10 Data Train batch size 32 queue/script override
11 Data Train max samples 3200 queue/script override
12 Schedule Total training steps 100 queue/script override
13 Schedule Validation before train False queue/script override
14 Schedule Save frequency 10 queue/script override
15 Schedule Validation frequency 10 queue/script override
16 Sequence Max prompt length 2048 queue/script override
17 Sequence Max response length 8192 queue/script override
18 Sequence Max model length 10240 queue/script override
19 Rollout Train rollout n 8 queue/script override
20 Rollout Validation rollout n 16 queue/script override
21 Rollout vLLM GPU memory utilization 0.8 queue/script override
22 Optimization Learning rate 1e-6 GRPO method override
23 Optimization Weight decay 0.01 script override
24 PPO/GRPO PPO mini batch size 8 queue/script override
25 PPO/GRPO Normalize GRPO advantages by std False baseline_grpo.yaml / script override
26 Rollout correction Importance sampling mode token script override
27 Rollout correction IS threshold 2.0 script override
28 Checkpoint/Logging Checkpoint root checkpoints/datasets/sciknoweval/biology/qwen3gen-biology-GRPO-Qwen-Qwen3-8B-mbs8-train32-rollout8-lr1e-6-vllm0.8 script override
29 Checkpoint/Logging Latest checkpointed iteration 100 latest_checkpointed_iteration.txt
30 Checkpoint/Logging External actor archive checkpoints/datasets/sciknoweval/biology/qwen3gen-biology-GRPO-Qwen-Qwen3-8B-mbs8-train32-rollout8-lr1e-6-vllm0.8/_actor_archive preserve_actor_checkpoints.py
31 Checkpoint/Logging Logger console, wandb ppo_trainer.yaml
32 PPO/GRPO Policy loss mode vanilla method override
33 PPO/GRPO Actor KL loss coef 0.0 method override

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results/summary.json Normal file
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{
"repo_id": "SeongryongJung/Qwen3-8B-Biology-GRPO-TR",
"output_dir": "/mnt/mole/SDPO/L2T/hf_upload_tr/Qwen3-8B-Biology-GRPO-TR",
"experiment": "qwen3gen-biology-GRPO-Qwen-Qwen3-8B-mbs8-train32-rollout8-lr1e-6-vllm0.8",
"best_step": 90,
"best_val_mean16": 0.50375,
"best_actor_dir": "/mnt/mole/SDPO/L2T/checkpoints/datasets/sciknoweval/biology/qwen3gen-biology-GRPO-Qwen-Qwen3-8B-mbs8-train32-rollout8-lr1e-6-vllm0.8/global_step_90/actor",
"final_step": 100,
"final_val_mean16": 0.49875,
"final_actor_dir": "/mnt/mole/SDPO/L2T/checkpoints/datasets/sciknoweval/biology/qwen3gen-biology-GRPO-Qwen-Qwen3-8B-mbs8-train32-rollout8-lr1e-6-vllm0.8/global_step_100/actor",
"train_rows": 90,
"val_rows": 10,
"hf_model_files": [
"added_tokens.json",
"chat_template.jinja",
"config.json",
"generation_config.json",
"merges.txt",
"model.safetensors.index.json",
"special_tokens_map.json",
"tokenizer.json",
"tokenizer_config.json",
"vocab.json",
"model-00001-of-00004.safetensors",
"model-00002-of-00004.safetensors",
"model-00003-of-00004.safetensors",
"model-00004-of-00004.safetensors"
]
}

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step,critic_score_mean
1,0.35546875
2,0.41015625
3,0.46875
4,0.37109375
5,0.484375
6,0.39453125
7,0.3359375
8,0.28515625
9,0.3359375
11,0.375
12,0.43359375
13,0.3125
14,0.35546875
15,0.3671875
16,0.453125
17,0.23046875
18,0.34765625
19,0.453125
21,0.4765625
22,0.51171875
23,0.3515625
24,0.37890625
25,0.40625
26,0.37109375
27,0.38671875
28,0.3671875
29,0.45703125
31,0.35546875
32,0.47265625
33,0.4765625
34,0.37890625
35,0.50390625
36,0.3828125
37,0.4296875
38,0.4375
39,0.5546875
41,0.50390625
42,0.40625
43,0.53515625
44,0.47265625
45,0.4375
46,0.41796875
47,0.390625
48,0.5390625
49,0.42578125
51,0.4609375
52,0.54296875
53,0.4140625
54,0.44140625
55,0.546875
56,0.4765625
57,0.5546875
58,0.46484375
59,0.46875
61,0.38671875
62,0.5078125
63,0.59765625
64,0.5859375
65,0.5546875
66,0.46484375
67,0.48046875
68,0.62890625
69,0.40625
71,0.5234375
72,0.4765625
73,0.5703125
74,0.44921875
75,0.51953125
76,0.3671875
77,0.609375
78,0.66015625
79,0.4765625
81,0.5625
82,0.62109375
83,0.54296875
84,0.51171875
85,0.45703125
86,0.51953125
87,0.484375
88,0.453125
89,0.6328125
91,0.4765625
92,0.6015625
93,0.55859375
94,0.44921875
95,0.61328125
96,0.59375
97,0.62890625
98,0.46484375
99,0.49609375
1 step critic_score_mean
2 1 0.35546875
3 2 0.41015625
4 3 0.46875
5 4 0.37109375
6 5 0.484375
7 6 0.39453125
8 7 0.3359375
9 8 0.28515625
10 9 0.3359375
11 11 0.375
12 12 0.43359375
13 13 0.3125
14 14 0.35546875
15 15 0.3671875
16 16 0.453125
17 17 0.23046875
18 18 0.34765625
19 19 0.453125
20 21 0.4765625
21 22 0.51171875
22 23 0.3515625
23 24 0.37890625
24 25 0.40625
25 26 0.37109375
26 27 0.38671875
27 28 0.3671875
28 29 0.45703125
29 31 0.35546875
30 32 0.47265625
31 33 0.4765625
32 34 0.37890625
33 35 0.50390625
34 36 0.3828125
35 37 0.4296875
36 38 0.4375
37 39 0.5546875
38 41 0.50390625
39 42 0.40625
40 43 0.53515625
41 44 0.47265625
42 45 0.4375
43 46 0.41796875
44 47 0.390625
45 48 0.5390625
46 49 0.42578125
47 51 0.4609375
48 52 0.54296875
49 53 0.4140625
50 54 0.44140625
51 55 0.546875
52 56 0.4765625
53 57 0.5546875
54 58 0.46484375
55 59 0.46875
56 61 0.38671875
57 62 0.5078125
58 63 0.59765625
59 64 0.5859375
60 65 0.5546875
61 66 0.46484375
62 67 0.48046875
63 68 0.62890625
64 69 0.40625
65 71 0.5234375
66 72 0.4765625
67 73 0.5703125
68 74 0.44921875
69 75 0.51953125
70 76 0.3671875
71 77 0.609375
72 78 0.66015625
73 79 0.4765625
74 81 0.5625
75 82 0.62109375
76 83 0.54296875
77 84 0.51171875
78 85 0.45703125
79 86 0.51953125
80 87 0.484375
81 88 0.453125
82 89 0.6328125
83 91 0.4765625
84 92 0.6015625
85 93 0.55859375
86 94 0.44921875
87 95 0.61328125
88 96 0.59375
89 97 0.62890625
90 98 0.46484375
91 99 0.49609375

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step,val_mean16
10,0.305
20,0.29875
30,0.41125
40,0.39125
50,0.37625
60,0.475
70,0.46
80,0.4875
90,0.50375
100,0.49875
1 step val_mean16
2 10 0.305
3 20 0.29875
4 30 0.41125
5 40 0.39125
6 50 0.37625
7 60 0.475
8 70 0.46
9 80 0.4875
10 90 0.50375
11 100 0.49875