Datasets:

U4RASD
/

Masrad

semantic float64 -0.25 0.98	semantic_rank float64 1 9	semantic_diff float64 0 0.87	lexical1 float64 0.05 1	lexical1_rank float64 1 9	lexical1_diff float64 0 0.81	lexical2 float64 0 1	lexical2_rank float64 1 9	lexical2_diff float64 0 0.81	entity stringclasses 5 values	src_entity stringclasses 5 values	phonetic bool 2 classes	pos stringclasses 10 values	label bool 2 classes
0.469	1	0	0.625	2	0.085	0.524	1	0	none	PER	false	noun	false
0.158	2	0.311	0.71	1	0	0.464	2	0.06	none	PER	false	adj	true
0.1	4	0.369	0.595	3	0.115	0.412	3	0.112	none	PER	false	noun	false
0.1	3	0.369	0.55	4	0.16	0.378	4	0.146	none	PER	false	conj	false
0.327	4	0.463	0.4	1	0	0.6	1	0	none	ORG	false	misc	false
0.532	3	0.258	0.375	2	0.025	0.5	2	0.1	none	ORG	false	misc	false
0.79	1	0	0.273	3	0.127	0.455	3	0.145	none	ORG	false	misc	true
0.754	2	0.036	0.176	4	0.224	0.294	4	0.306	ORG	ORG	false	noun	false
0.334	1	0	0.615	1	0	0.364	1	0	none	PER	false	adj	false
0.255	2	0.079	0.429	2	0.186	0.211	2	0.153	none	PER	false	noun	true
0.127	5	0.207	0.321	4	0.294	0.192	3	0.172	none	PER	false	verb	false
0.172	3	0.162	0.31	5	0.305	0.185	4	0.179	none	PER	false	verb	false
0.171	4	0.163	0.375	3	0.24	0.182	5	0.182	none	PER	false	prep	false
0.334	1	0	0.615	1	0	0.364	1	0	none	PER	false	adj	false
0.255	2	0.079	0.429	2	0.186	0.211	2	0.153	none	PER	false	noun	true
0.171	3	0.163	0.375	3	0.24	0.182	3	0.182	none	PER	false	prep	false
0.112	4	0.222	0.29	4	0.325	0.172	4	0.192	none	PER	false	noun_prop	false
0.636	1	0	0.6	1	0	0.6	1	0	none	none	false	noun	true
0.476	2	0.16	0.438	2	0.162	0.438	2	0.162	none	none	false	noun	false
0.388	3	0.248	0.368	3	0.232	0.368	3	0.232	none	none	false	prep	false
0.272	4	0.364	0.32	4	0.28	0.28	4	0.32	none	none	false	verb	false
0.862	1	0	0.944	1	0	0.882	1	0	PER	PER	false	noun_prop	true
0.777	2	0.085	0.773	2	0.171	0.714	2	0.168	none	PER	false	noun	false
0.646	3	0.216	0.567	3	0.377	0.517	3	0.365	none	PER	false	noun_prop	false
0.568	4	0.294	0.538	4	0.406	0.5	4	0.382	none	PER	false	noun_prop	false
0.897	1	0	1	1	0	1	1	0	PER	PER	true	noun_prop	true
0.756	2	0.141	0.815	2	0.185	0.815	2	0.185	none	PER	false	verb	false
0.657	3	0.24	0.625	3	0.375	0.625	3	0.375	none	PER	false	noun_prop	false
0.897	1	0	1	1	0	1	1	0	PER	PER	true	noun_prop	true
0.797	3	0.1	0.759	2	0.241	0.759	2	0.241	none	PER	false	noun	false
0.819	2	0.078	0.733	3	0.267	0.733	3	0.267	none	PER	false	noun	false
0.657	4	0.24	0.625	4	0.375	0.625	4	0.375	none	PER	false	noun_prop	false
0.931	1	0	1	1	0	0.619	1	0	none	none	false	noun	true
0.828	2	0.103	0.846	2	0.154	0.582	2	0.037	none	none	false	adj	false
0.594	3	0.337	0.636	3	0.364	0.447	3	0.172	none	none	false	noun	false
0.926	1	0	0.915	1	0	0.613	1	0	none	none	false	noun	true
0.85	3	0.076	0.824	4	0.091	0.592	2	0.021	none	none	false	prep	false
0.868	2	0.058	0.846	2	0.069	0.588	3	0.025	none	none	false	noun	false
0.828	4	0.098	0.846	3	0.069	0.582	4	0.031	none	none	false	adj	false
0.567	5	0.359	0.571	5	0.344	0.422	5	0.191	none	none	false	noun	false
0.826	1	0	0.929	1	0	0.8	1	0	PER	PER	true	noun_prop	false
0.67	2	0.156	0.684	2	0.245	0.65	2	0.15	none	PER	false	verb	false
0.601	3	0.225	0.565	3	0.364	0.583	3	0.217	none	PER	false	noun	false
0.563	4	0.263	0.444	4	0.485	0.4	4	0.4	none	PER	false	noun	false
0.843	1	0	0.966	1	0	0.966	1	0	PER	PER	true	noun_prop	true
0.748	2	0.095	0.848	2	0.118	0.848	2	0.118	none	PER	false	verb	false
0.588	3	0.255	0.8	3	0.166	0.8	3	0.166	none	PER	false	noun_prop	false
0.285	4	0.558	0.235	4	0.731	0.235	4	0.731	none	PER	false	noun	false
0.857	1	0	1	1	0	0.9	1	0	PER	PER	true	noun_prop	true
0.78	2	0.077	0.833	2	0.167	0.75	2	0.15	none	PER	false	prep	false
0.576	3	0.281	0.571	3	0.429	0.571	3	0.329	none	PER	false	noun	false
0.47	4	0.387	0.462	4	0.538	0.462	4	0.438	none	PER	false	noun	false
0.821	1	0	1	1	0	0.87	1	0	PER	PER	true	noun_prop	true
0.694	3	0.127	0.818	3	0.182	0.842	2	0.028	none	PER	false	noun_prop	false
0.759	2	0.062	0.839	2	0.161	0.714	3	0.156	none	PER	false	verb	false
0.589	4	0.232	0.556	4	0.444	0.667	4	0.203	PER	PER	false	noun_prop	false
0.929	1	0	0.95	1	0	0.842	1	0	PER	PER	true	noun_prop	true
0.883	2	0.046	0.792	2	0.158	0.696	2	0.146	none	PER	false	noun	false
0.695	5	0.234	0.5	4	0.45	0.538	3	0.304	none	PER	false	noun_prop	false
0.828	3	0.101	0.594	3	0.356	0.516	4	0.326	none	PER	false	adj	false
0.803	4	0.126	0.487	5	0.463	0.421	5	0.421	none	PER	false	adj	false
0.665	1	0	0.455	1	0	0.4	1	0	none	none	false	adj	true
0.576	2	0.089	0.3	2	0.155	0.316	2	0.084	none	none	false	noun_prop	false
0.471	3	0.194	0.286	3	0.169	0.222	3	0.178	none	none	false	verb	false
0.411	4	0.254	0.258	4	0.197	0.2	4	0.2	none	none	false	pron	false
0.712	1	0	0.385	1	0	0.417	1	0	none	none	false	adj	true
0.491	4	0.128	1	1	0	0.857	1	0	none	PER	true	noun_prop	true
0.619	1	0	0.762	2	0.238	0.632	2	0.225	PER	PER	false	noun_prop	false
0.505	3	0.114	0.533	3	0.467	0.429	3	0.428	none	PER	false	noun	false
0.519	2	0.1	0.457	4	0.543	0.364	4	0.493	none	PER	false	noun	false
0.893	1	0	1	1	0	0.9	1	0	PER	PER	true	noun_prop	true
0.85	2	0.043	0.833	2	0.167	0.75	2	0.15	none	PER	false	noun	false
0.765	3	0.128	0.69	3	0.31	0.621	3	0.279	none	PER	false	adj	false
0.614	6	0.279	0.571	5	0.429	0.571	4	0.329	none	PER	false	adj	false
0.692	5	0.201	0.571	4	0.429	0.514	5	0.386	none	PER	false	noun	false
0.697	4	0.196	0.556	6	0.444	0.5	6	0.4	none	PER	false	noun	false
0.248	7	0.645	0.462	7	0.538	0.462	7	0.438	none	PER	false	adj	false
0.664	1	0	0.733	1	0	0.562	1	0	none	MISC	false	noun	true
0.53	2	0.134	0.524	2	0.209	0.455	2	0.107	none	MISC	false	noun	false
0.34	1	0	0.455	1	0	0.4	1	0	none	none	false	noun	true
0.714	2	0.047	0.923	1	0	0.727	1	0	none	PER	true	noun_prop	true
0.761	1	0	0.889	2	0.034	0.696	2	0.031	PER	PER	false	noun_prop	false
0.694	3	0.067	0.632	3	0.291	0.533	3	0.194	none	PER	false	noun_prop	false
0.883	1	0	0.952	1	0	0.909	1	0	PER	PER	true	noun_prop	true
0.811	3	0.072	0.667	2	0.285	0.645	2	0.264	none	PER	false	noun	false
0.835	2	0.048	0.571	3	0.381	0.556	3	0.353	none	PER	false	noun	false
0.73	4	0.153	0.513	5	0.439	0.5	4	0.409	none	PER	false	verb	false
0.522	5	0.361	0.571	4	0.381	0.467	5	0.442	none	PER	false	noun_prop	false
0.732	1	0	0.92	1	0	0.846	1	0	none	PER	true	noun_prop	true
0.636	2	0.096	0.885	2	0.035	0.815	2	0.031	PER	PER	false	noun_prop	false
0.615	3	0.117	0.742	3	0.178	0.688	3	0.158	none	PER	false	adv	false
0.591	4	0.141	0.556	4	0.364	0.474	4	0.372	PER	PER	false	noun_prop	false
0.897	1	0	1	1	0	0.909	1	0	PER	PER	true	noun_prop	true
0.801	3	0.096	0.88	2	0.12	0.8	2	0.109	none	PER	false	prep	false
0.827	2	0.07	0.786	3	0.214	0.714	3	0.195	none	PER	false	noun	false
0.717	4	0.18	0.611	4	0.389	0.556	4	0.353	none	PER	false	verb	false
0.605	5	0.292	0.533	5	0.467	0.4	5	0.509	none	PER	false	noun_prop	false
0.701	1	0	0.689	1	0	0.575	1	0	none	ORG	false	noun	true
0.566	3	0.135	0.66	2	0.029	0.533	2	0.042	none	ORG	false	verb	false
0.653	2	0.048	0.579	4	0.11	0.515	3	0.06	none	ORG	false	adj	false

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Masrad Dataset

Dataset Description

The Masrad dataset contains 19,405 examples with features related to semantic similarity, lexical similarity, entity recognition, phonetic matching, and part-of-speech tagging for Arabic text.

Features

Feature	Type	Description
`semantic`	float	Semantic similarity score
`semantic_rank`	float	Rank based on semantic similarity
`semantic_diff`	float	Difference from top semantic score
`lexical1`	float	First lexical similarity score
`lexical1_rank`	float	Rank based on first lexical score
`lexical1_diff`	float	Difference from top first lexical score
`lexical2`	float	Second lexical similarity score
`lexical2_rank`	float	Rank based on second lexical score
`lexical2_diff`	float	Difference from top second lexical score
`entity`	string	Detected entity type (PER, ORG, LOC, none)
`src_entity`	string	Source entity type
`phonetic`	bool	Whether phonetic match exists
`pos`	string	Part of speech tag
`label`	bool	Target label

Usage

from datasets import load_dataset

dataset = load_dataset("U4RASD/Masrad")

Downloads last month: 3

Size of downloaded dataset files:

1.43 MB

Size of the auto-converted Parquet files:

466 kB

Number of rows:

19,405