bluemorpholimited/Morpho-72B-MoE-Data

Morpho-72B-MoE Training Data

815,195 examples from 17 public datasets. Each example assigned to exactly one of 64 experts based on content.

Metric	Value
Total Examples	815,195
Max Sequence Length	2048 tokens
Tokenizer	Qwen/Qwen2-72B (152,064 vocab)
Total Experts	64
Expert Assignment	Content-based, mutually exclusive

Expert Distribution (64 Experts)

ID	Domain	Expert	Examples	%
0	Finance	Trading & Markets	20,958	2.6%
1	Finance	Investing & Portfolio	30,942	3.8%
2	Finance	Banking & Lending	14,852	1.8%
3	Finance	Corporate Finance	17,973	2.2%
4	Finance	Insurance & Risk	6,764	0.8%
5	Finance	Cryptocurrency & DeFi	13,365	1.6%
6	Finance	Real Estate	37,514	4.6%
7	Finance	Economics & Policy	7,588	0.9%
8	Reasoning	Logical Deduction	5,859	0.7%
9	Reasoning	Causal Reasoning	24,500	3.0%
10	Reasoning	Analogical Reasoning	4,184	0.5%
11	Reasoning	Critical Analysis	55,792	6.8%
12	Reasoning	Problem Solving	12,223	1.5%
13	Reasoning	Decision Making	20,023	2.5%
14	Reasoning	Ethical Reasoning	3,545	0.4%
15	Reasoning	Planning & Strategy	30,964	3.8%
16	Code	Python & Data Science	2,222	0.3%
17	Code	Web Development	8,054	1.0%
18	Code	Systems Programming	3,338	0.4%
19	Code	DevOps & Infrastructure	2,342	0.3%
20	Code	Databases & SQL	55,942	6.9%
21	Code	Algorithms & Data Structures	17,398	2.1%
22	Code	API & Backend	25,302	3.1%
23	Code	Testing & Debugging	6,664	0.8%
24	Math	Calculus	1,570	0.2%
25	Math	Linear Algebra	2,437	0.3%
26	Math	Probability & Statistics	1,085	0.1%
27	Math	Discrete Math	8,475	1.0%
28	Math	Geometry	6,030	0.7%
29	Math	Number Theory	769	0.1%
30	Math	Topology	1,054	0.1%
31	Math	Applied Math	261	0.0%
32	Science	Physics - Classical	4,521	0.6%
33	Science	Physics - Quantum	5,646	0.7%
34	Science	Chemistry	11,737	1.4%
35	Science	Biology - Molecular	21,660	2.7%
36	Science	Biology - Ecology	6,334	0.8%
37	Science	Earth Science	4,879	0.6%
38	Science	Astronomy	8,117	1.0%
39	Science	Medicine	11,557	1.4%
40	Law	Criminal Law	12,826	1.6%
41	Law	Civil Law	1,368	0.2%
42	Law	Constitutional Law	1,386	0.2%
43	Law	International Law	40,269	4.9%
44	Law	Corporate Law	606	0.1%
45	Law	Intellectual Property	809	0.1%
46	Law	Environmental Law	3,491	0.4%
47	Law	Tax Law	9,517	1.2%
48	Language	Grammar & Syntax	5,451	0.7%
49	Language	Vocabulary & Etymology	2,016	0.2%
50	Language	Writing & Composition	2,268	0.3%
51	Language	Translation	877	0.1%
52	Language	Rhetoric & Persuasion	246	0.0%
53	Language	Poetry & Literature	2,639	0.3%
54	Language	Academic Writing	240	0.0%
55	Language	Communication Skills	967	0.1%
56	General	Education & Learning	29,265	3.6%
57	General	History	37,824	4.6%
58	General	Philosophy	831	0.1%
59	General	Culture & Society	5,548	0.7%
60	General	Technology	8,842	1.1%
61	General	Health & Wellness	4,688	0.6%
62	General	Daily Life	26,415	3.2%
63	General	Creative Arts	92,366	11.3%

Directory Structure

raw/       — Original text JSONL per source
tagged/    — Expert-tagged JSONL per source
tokenized/ — NumPy batches with expert IDs
code/      — Training scripts (no secrets)

Tagged Format

{"text": "...", "source": "dataset", "expert_id": 0, "domain_id": 0, "domain_name": "Finance", "expert_name": "Trading & Markets"}

Tokenized Format

{"ids": np.array([...]), "expert_id": 0, "domain_id": 0, "source": "dataset"}