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ResearchFormerly WizWand

Structured Distribution Sampling on Seen distribution families unseen parameter settings

0.45Logit KL DivergenceQwen3-14B

Evaluation results

Method	Links
Qwen3-14B2026.05		0.45	0.0529	100
Gemma-3-27B-it2026.05		0.45	0.0573	99.9
Qwen3-4B2026.05		0.46	0.0891	99.9
Qwen3-8B2026.05		0.46	0.0714	100
Qwen3-14B2026.05		0.46	0.074	99.9
Gemma-3-12B-it2026.05		0.46	0.0858	99.9
Qwen3-1.7B2026.05		0.48	0.0856	99.8
Qwen3-8B2026.05		0.48	0.1147	99.8
Gemma-3-27B-it2026.05		0.48	0.0832	99.9
Gemma-3-4B-it2026.05		0.49	0.1423	99.8
Gemma-3-12B-it2026.05		0.5	0.149	99.7
Qwen3-4B2026.05		0.51	0.175	99
Qwen3-0.6B2026.05		0.52	0.2033	99.6
Gemma-3-1B-it2026.05		0.54	0.2217	99.1
Qwen3-0.6B2026.05		0.57	4.6399	96.1
Gemma-3-4B-it2026.05		0.57	0.2834	98.3
Qwen3-1.7B2026.05		0.58	0.2868	96.8
Gemma-3-1B-it2026.05		0.67	0.3501	86.7
GPT-OSS-20B2026.05		0.74	0.0478	99.9
GPT-OSS-20B2026.05		0.76	0.0642	99.9
Llama-3.2-3B-it2026.05		0.79	0.1136	99.6
Llama-3.2-1B-it2026.05		0.85	0.1396	99.2
Llama-3.2-3B-it2026.05		0.89	0.2325	98.5
Llama-3.2-1B-it2026.05		1.03	0.3513	97.8
GPT-OSS-20B2026.05		1.91	0.7734	96.6
Llama-3.2-3B-it2026.05		2.33	1.1658	68.3
Qwen3-0.6B2026.05		2.76	—	3.1
Llama-3.2-1B-it2026.05		2.88	33.6536	63.9
Qwen3-14B2026.05		3.02	0.2266	98
Qwen3-8B2026.05		3.54	—	88.1
Qwen3-4B2026.05		4.98	—	94.2
Gemma-3-12B-it2026.05		5	0.2692	97.6
Qwen3-1.7B2026.05		6.35	0.3617	82.9
Gemma-3-1B-it2026.05		6.68	—	66.3
Gemma-3-27B-it2026.05		7.67	0.2647	98.4
Gemma-3-4B-it2026.05		8.4	0.3124	75.3