id	sid	eid	entity	type
easat-5650	1	1	2576-8484	DATE
easat-5650	2	1	9	CARDINAL
easat-5650	2	2	3	CARDINAL
easat-5650	2	3	10.55214/25768484.v9i3.5650	CARDINAL
easat-5650	2	4	2025	CARDINAL
easat-5650	3	1	2025	CARDINAL
easat-5650	3	2	15 january 2025	DATE
easat-5650	3	3	7 march 2025	DATE
easat-5650	3	4	11	CARDINAL
easat-5650	3	5	21	CARDINAL
easat-5650	3	6	2025	CARDINAL
easat-5650	4	1	meijing1	ORG
easat-5650	5	1	1,2school	CARDINAL
easat-5650	5	2	universiti sains malaysia	PERSON
easat-5650	5	3	malaysia	GPE
easat-5650	5	4	songmeijing@student.usm.my (s.m.	ORG
easat-5650	8	1	seasonal	DATE
easat-5650	12	1	each month	DATE
easat-5650	12	2	above 95%	PERCENT
easat-5650	12	3	0.3 to 0.5	CARDINAL
easat-5650	13	1	bilstm	PERSON
easat-5650	14	1	1	CARDINAL
easat-5650	15	1	1	CARDINAL
easat-5650	16	1	2	CARDINAL
easat-5650	17	1	today	DATE
easat-5650	17	2	3	CARDINAL
easat-5650	18	1	4	CARDINAL
easat-5650	21	1	recent years	DATE
easat-5650	22	1	the adam optimization algorithm	ORG
easat-5650	23	1	three	CARDINAL
easat-5650	23	2	1641	CARDINAL
easat-5650	23	3	2576-8484	DATE
easat-5650	24	1	9	CARDINAL
easat-5650	25	1	3	CARDINAL
easat-5650	25	2	1640-1654	CARDINAL
easat-5650	25	3	2025	CARDINAL
easat-5650	25	4	10.55214/25768484.v9i3.5650	CARDINAL
easat-5650	25	5	2025	CARDINAL
easat-5650	25	6	5	CARDINAL
easat-5650	27	1	kartal	GPE
easat-5650	27	2	istanbul	GPE
easat-5650	29	1	6	CARDINAL
easat-5650	31	1	ann models	ORG
easat-5650	33	1	8	CARDINAL
easat-5650	35	1	annual	DATE
easat-5650	35	2	abc	ORG
easat-5650	37	1	9	CARDINAL
easat-5650	39	1	10	CARDINAL
easat-5650	41	1	11	CARDINAL
easat-5650	42	1	12	CARDINAL
easat-5650	44	1	13	CARDINAL
easat-5650	46	1	2	CARDINAL
easat-5650	46	2	2.1	CARDINAL
easat-5650	48	1	14	CARDINAL
easat-5650	49	1	1642	CARDINAL
easat-5650	49	2	2576-8484	DATE
easat-5650	50	1	9	CARDINAL
easat-5650	51	1	3	CARDINAL
easat-5650	51	2	1640-1654	CARDINAL
easat-5650	51	3	2025	CARDINAL
easat-5650	51	4	10.55214/25768484.v9i3.5650	CARDINAL
easat-5650	51	5	2025	CARDINAL
easat-5650	51	6	15	CARDINAL
easat-5650	53	1	16	CARDINAL
easat-5650	55	1	lof	ORG
easat-5650	56	1	1	CARDINAL
easat-5650	57	1	o	DATE
easat-5650	58	1	o l o g=	DATE
easat-5650	58	2	1	CARDINAL
easat-5650	58	3	2	CARDINAL
easat-5650	59	1	krl	PERSON
easat-5650	59	2	o	DATE
easat-5650	59	3		ORG
easat-5650	59	4	max	PERSON
easat-5650	60	1	kr kl	PERSON
easat-5650	61	1	o g	DATE
easat-5650	62	1	2	CARDINAL
easat-5650	62	2	o	DATE
easat-5650	62	3	o	DATE
easat-5650	63	1	3	CARDINAL
easat-5650	65	1	k o	PERSON
easat-5650	65	2	kk k	PERSON
easat-5650	69	1	3	CARDINAL
easat-5650	69	2	4	CARDINAL
easat-5650	76	1	k k	PERSON
easat-5650	77	1	o l o	DATE
easat-5650	77	2	4	CARDINAL
easat-5650	78	1	klof	PERSON
easat-5650	78	2	o	DATE
easat-5650	78	3	klof	PERSON
easat-5650	78	4	o	DATE
easat-5650	80	1	2.2	CARDINAL
easat-5650	80	2	1643	CARDINAL
easat-5650	80	3	2576-8484	DATE
easat-5650	81	1	9	CARDINAL
easat-5650	82	1	3	CARDINAL
easat-5650	82	2	1640-1654	CARDINAL
easat-5650	82	3	2025	CARDINAL
easat-5650	82	4	10.55214/25768484.v9i3.5650	CARDINAL
easat-5650	82	5	2025	CARDINAL
easat-5650	83	1	1	CARDINAL
easat-5650	84	1	100%b	CARDINAL
easat-5650	84	2	5	CARDINAL
easat-5650	84	3	bq	ORG
easat-5650	84	4	the previous period	DATE
easat-5650	85	1	2	CARDINAL
easat-5650	89	1	6	CARDINAL
easat-5650	89	2	zp	ORG
easat-5650	92	1	3	CARDINAL
easat-5650	92	2	seasonal	DATE
easat-5650	92	3	annual	DATE
easat-5650	93	1	seasonal	DATE
easat-5650	95	1	7	CARDINAL
easat-5650	95	2	seasonal	DATE
easat-5650	95	3	a given season	DATE
easat-5650	96	1	the year	DATE
easat-5650	97	1	4	CARDINAL
easat-5650	97	2	one	CARDINAL
easat-5650	98	1	5	CARDINAL
easat-5650	102	1	6	CARDINAL
easat-5650	102	2	1644	CARDINAL
easat-5650	102	3	2576-8484	DATE
easat-5650	103	1	9	CARDINAL
easat-5650	104	1	3	CARDINAL
easat-5650	104	2	1640-1654	CARDINAL
easat-5650	104	3	2025	CARDINAL
easat-5650	104	4	10.55214/25768484.v9i3.5650	CARDINAL
easat-5650	104	5	2025	CARDINAL
easat-5650	108	1	zs	ORG
easat-5650	113	1	2.3	CARDINAL
easat-5650	114	1	2.3.1	CARDINAL
easat-5650	114	2	bilstm-am	PERSON
easat-5650	115	1	11	CARDINAL
easat-5650	115	2	17	DATE
easat-5650	115	3	18	CARDINAL
easat-5650	117	1	lstm	PERSON
easat-5650	120	1	1	CARDINAL
easat-5650	121	1	lstm lstm	ORG
easat-5650	121	2	lstmlstmlstmlstm lstmlstmlstmlstm	PERSON
easat-5650	121	3	1	CARDINAL
easat-5650	121	4	1645 edelweiss	QUANTITY
easat-5650	121	5	2576-8484	DATE
easat-5650	122	1	9	CARDINAL
easat-5650	123	1	3	CARDINAL
easat-5650	123	2	1640-1654	CARDINAL
easat-5650	123	3	2025	CARDINAL
easat-5650	123	4	10.55214/25768484.v9i3.5650	CARDINAL
easat-5650	123	5	2025	CARDINAL
easat-5650	124	1	1	CARDINAL
easat-5650	126	1	1	CARDINAL
easat-5650	126	2	2.2	CARDINAL
easat-5650	127	1	2	CARDINAL
easat-5650	129	1	two	CARDINAL
easat-5650	129	2	two	CARDINAL
easat-5650	132	1	three	CARDINAL
easat-5650	132	2	19	CARDINAL
easat-5650	134	1	2	CARDINAL
easat-5650	134	2	1tc	ORDINAL
easat-5650	136	1	tx	ORG
easat-5650	136	2	2	CARDINAL
easat-5650	136	3	1646	CARDINAL
easat-5650	136	4	2576-8484	DATE
easat-5650	137	1	9	CARDINAL
easat-5650	138	1	3	CARDINAL
easat-5650	138	2	1640-1654	CARDINAL
easat-5650	138	3	2025	CARDINAL
easat-5650	138	4	10.55214/25768484.v9i3.5650	CARDINAL
easat-5650	138	5	2025	CARDINAL
easat-5650	138	6	2	CARDINAL
easat-5650	138	7	tx	ORG
easat-5650	138	8	1tz −	ORG
easat-5650	139	1	tx	ORG
easat-5650	141	1	1	PERSON
easat-5650	141	2	• + (9	DATE
easat-5650	141	3	• +	DATE
easat-5650	141	4	10	CARDINAL
easat-5650	141	5	w zsigmo bd xi	GPE
easat-5650	141	6	• + (11	DATE
easat-5650	142	1	ub	ORG
easat-5650	143	1	tf	ORG
easat-5650	144	1	1	CARDINAL
easat-5650	149	1	• + (13	DATE
easat-5650	149	2	cb	ORG
easat-5650	150	1	• tanh	CARDINAL
easat-5650	150	2	14	CARDINAL
easat-5650	150	3	the bi-directional lstm units	ORG
easat-5650	150	4	two	CARDINAL
easat-5650	150	5	two	CARDINAL
easat-5650	150	6	15	CARDINAL
easat-5650	150	7	1647	CARDINAL
easat-5650	150	8	2576-8484	DATE
easat-5650	151	1	9	CARDINAL
easat-5650	152	1	3	CARDINAL
easat-5650	152	2	1640-1654	CARDINAL
easat-5650	152	3	2025	CARDINAL
easat-5650	152	4	10.55214/25768484.v9i3.5650	CARDINAL
easat-5650	152	5	2025	CARDINAL
easat-5650	152	6	1 2	CARDINAL
easat-5650	154	1	3	CARDINAL
easat-5650	156	1	first	ORDINAL
easat-5650	157	1	16	CARDINAL
easat-5650	158	1	17	CARDINAL
easat-5650	160	1	4	CARDINAL
easat-5650	161	1	two	CARDINAL
easat-5650	161	2	18	CARDINAL
easat-5650	161	3	w	ORG
easat-5650	161	4		GPE
easat-5650	162	1	5	CARDINAL
easat-5650	163	1	1	CARDINAL
easat-5650	165	1	19	CARDINAL
easat-5650	166	1	1648	CARDINAL
easat-5650	166	2	2576-8484	DATE
easat-5650	167	1	9	CARDINAL
easat-5650	168	1	3	CARDINAL
easat-5650	168	2	1640-1654	CARDINAL
easat-5650	168	3	2025	CARDINAL
easat-5650	168	4	10.55214/25768484.v9i3.5650	CARDINAL
easat-5650	168	5	2025	CARDINAL
easat-5650	170	1	max	PERSON
easat-5650	173	1	20	CARDINAL
easat-5650	174	1	2.3.2	CARDINAL
easat-5650	181	1	1 lg	QUANTITY
easat-5650	181	2	1	CARDINAL
easat-5650	189	1	21	CARDINAL
easat-5650	191	1	2.2	CARDINAL
easat-5650	191	2	weekly	DATE
easat-5650	191	3	monthly	DATE
easat-5650	191	4	quarterly	DATE
easat-5650	192	1	3	CARDINAL
easat-5650	196	1	1	CARDINAL
easat-5650	197	1	3	CARDINAL
easat-5650	197	2	1649	CARDINAL
easat-5650	197	3	2576-8484	DATE
easat-5650	198	1	9	CARDINAL
easat-5650	199	1	3	CARDINAL
easat-5650	199	2	1640-1654	CARDINAL
easat-5650	199	3	2025	CARDINAL
easat-5650	199	4	10.55214/25768484.v9i3.5650	CARDINAL
easat-5650	199	5	2025	CARDINAL
easat-5650	199	6	1	CARDINAL
easat-5650	199	7	nc	GPE
easat-5650	199	8	1	CARDINAL
easat-5650	199	9	4	CARDINAL
easat-5650	199	10	50	CARDINAL
easat-5650	199	11	100	CARDINAL
easat-5650	199	12	8	CARDINAL
easat-5650	199	13	72	CARDINAL
easat-5650	199	14	0.1	CARDINAL
easat-5650	199	15	0.95	CARDINAL
easat-5650	199	16	3	CARDINAL
easat-5650	201	1	4	CARDINAL
easat-5650	201	2	5	CARDINAL
easat-5650	202	1	6	CARDINAL
easat-5650	202	2	1650	CARDINAL
easat-5650	202	3	2576-8484	DATE
easat-5650	203	1	9	CARDINAL
easat-5650	204	1	3	CARDINAL
easat-5650	204	2	1640-1654	CARDINAL
easat-5650	204	3	2025	CARDINAL
easat-5650	204	4	10.55214/25768484.v9i3.5650	CARDINAL
easat-5650	204	5	2025	CARDINAL
easat-5650	204	6	1 10 19 28	TIME
easat-5650	204	7	37	CARDINAL
easat-5650	204	8	3600 3400	CARDINAL
easat-5650	204	9	4	CARDINAL
easat-5650	204	10	4	CARDINAL
easat-5650	208	1	1 10 19 28	TIME
easat-5650	208	2	37	CARDINAL
easat-5650	208	3	3600 3400	CARDINAL
easat-5650	208	4	5	CARDINAL
easat-5650	208	5	5	CARDINAL
easat-5650	208	6	1651	CARDINAL
easat-5650	208	7	2576-8484	DATE
easat-5650	209	1	9	CARDINAL
easat-5650	210	1	3	CARDINAL
easat-5650	210	2	1640-1654	CARDINAL
easat-5650	210	3	2025	CARDINAL
easat-5650	210	4	10.55214/25768484.v9i3.5650	CARDINAL
easat-5650	210	5	2025	CARDINAL
easat-5650	215	1	io	LOC
easat-5650	216	1	1700	CARDINAL
easat-5650	216	2	u p	ORG
easat-5650	219	1	² time/week 2200 2100	DATE
easat-5650	219	2	2000	DATE
easat-5650	219	3	1800 1	DATE
easat-5650	219	4	2600 2500	CARDINAL
easat-5650	219	5	6	CARDINAL
easat-5650	222	1	6(a	CARDINAL
easat-5650	224	1	1652	CARDINAL
easat-5650	224	2	2576-8484	DATE
easat-5650	225	1	9	CARDINAL
easat-5650	226	1	3	CARDINAL
easat-5650	226	2	1640-1654	CARDINAL
easat-5650	226	3	2025	CARDINAL
easat-5650	226	4	10.55214/25768484.v9i3.5650	CARDINAL
easat-5650	226	5	2025	CARDINAL
easat-5650	230	1	7	CARDINAL
easat-5650	233	1	98	CARDINAL
easat-5650	233	2	st r ed u ct io	PERSON
easat-5650	233	3	li tu d e	PERSON
easat-5650	233	4	7	CARDINAL
easat-5650	235	1	7	CARDINAL
easat-5650	235	2	95%	PERCENT
easat-5650	235	3	each month	DATE
easat-5650	236	1	between 0.3 and 0.5	CARDINAL
easat-5650	238	1	4.	CARDINAL
easat-5650	240	1	1653	CARDINAL
easat-5650	240	2	2576-8484	DATE
easat-5650	241	1	9	CARDINAL
easat-5650	242	1	3	CARDINAL
easat-5650	242	2	1640-1654	CARDINAL
easat-5650	242	3	2025	CARDINAL
easat-5650	242	4	10.55214/25768484.v9i3.5650	CARDINAL
easat-5650	242	5	2025	CARDINAL
easat-5650	246	1	2025	CARDINAL
easat-5650	247	1	https://creativecommons.org/licenses/by/4.0/	WORK_OF_ART
easat-5650	248	1	1	CARDINAL
easat-5650	248	2	y. kazancoglu	PERSON
easat-5650	248	3	s. k. mangla	PERSON
easat-5650	248	4	j. madaan	PERSON
easat-5650	248	5	5.0	CARDINAL
easat-5650	249	1	26	CARDINAL
easat-5650	249	2	5	CARDINAL
easat-5650	250	1	1857-1872	DATE
easat-5650	250	2	2024	DATE
easat-5650	252	1	2	CARDINAL
easat-5650	252	2	s. d. tsolas	PERSON
easat-5650	252	3	m. f. hasan	PERSON
easat-5650	252	4	aiche journal	ORG
easat-5650	252	5	67	CARDINAL
easat-5650	252	6	11	CARDINAL
easat-5650	252	7	2021	CARDINAL
easat-5650	253	1	3	CARDINAL
easat-5650	253	2	m. z. khan	PERSON
easat-5650	253	3	a. kumar	PERSON
easat-5650	253	4	y. liu	PERSON
easat-5650	253	5	p. gupta	PERSON
easat-5650	253	6	d. sharma	PERSON
easat-5650	253	7	435	CARDINAL
easat-5650	253	8	140522	DATE
easat-5650	253	9	2024	DATE
easat-5650	254	1	4	CARDINAL
easat-5650	254	2	s. kaur	PERSON
easat-5650	254	3	m. singh	PERSON
easat-5650	254	4	27	CARDINAL
easat-5650	254	5	3	CARDINAL
easat-5650	255	1	2345-2363	CARDINAL
easat-5650	255	2	2024	DATE
easat-5650	256	1	5	CARDINAL
easat-5650	256	2	j. quan	PERSON
easat-5650	256	3	y. peng	PERSON
easat-5650	256	4	l. su	PERSON
easat-5650	256	5	adam optimization	ORG
easat-5650	256	6	social sciences communications	ORG
easat-5650	256	7	12	CARDINAL
easat-5650	256	8	1	CARDINAL
easat-5650	257	1	1-13	DATE
easat-5650	257	2	2025	DATE
easat-5650	258	1	https://doi.org/10.1057/s41599-025-04505-8	PERSON
easat-5650	258	2	6	CARDINAL
easat-5650	258	3	h. c. kazanç	PERSON
easat-5650	258	4	m. soysal	PERSON
easat-5650	258	5	m. çimen	PERSON
easat-5650	258	6	32	DATE
easat-5650	258	7	2	CARDINAL
easat-5650	259	1	590-625	CARDINAL
easat-5650	259	2	2025	DATE
easat-5650	261	1	7	CARDINAL
easat-5650	261	2	t. e. salais-fierro	PERSON
easat-5650	261	3	j. a. s. martínez	PERSON
easat-5650	261	4	27	CARDINAL
easat-5650	261	5	5	CARDINAL
easat-5650	262	1	2172-2181	DATE
easat-5650	262	2	2022	DATE
easat-5650	264	1	8	CARDINAL
easat-5650	264	2	a. chandra	PERSON
easat-5650	264	3	a. pani	PERSON
easat-5650	265	1	p. k.	PERSON
easat-5650	266	1	s. sharma	PERSON
easat-5650	266	2	india	GPE
easat-5650	267	1	104	CARDINAL
easat-5650	267	2	2	CARDINAL
easat-5650	268	1	417-434	CARDINAL
easat-5650	268	2	2023	CARDINAL
easat-5650	270	1	9	CARDINAL
easat-5650	270	2	17	CARDINAL
easat-5650	270	3	2	CARDINAL
easat-5650	271	1	216	CARDINAL
easat-5650	271	2	2021	DATE
easat-5650	272	1	10	CARDINAL
easat-5650	272	2	m. a. jahin	PERSON
easat-5650	272	3	m. s. h. shovon	PERSON
easat-5650	272	4	j. shin	PERSON
easat-5650	272	5	i. a. ridoy	PERSON
easat-5650	272	6	m. mridha	PERSON
easat-5650	272	7	31	DATE
easat-5650	272	8	6	CARDINAL
easat-5650	273	1	3619-3645	CARDINAL
easat-5650	273	2	2024	DATE
easat-5650	275	1	11	CARDINAL
easat-5650	275	2	s. s. abosuliman	PERSON
easat-5650	275	3	a. o. almagrabi	PERSON
easat-5650	276	1	96	CARDINAL
easat-5650	276	2	107555	CARDINAL
easat-5650	276	3	2021	DATE
easat-5650	277	1	12	CARDINAL
easat-5650	277	2	a. rouari	PERSON
easat-5650	277	3	a. moussaoui	PERSON
easat-5650	277	4	y. chahir	ORG
easat-5650	277	5	h. t. rauf	PERSON
easat-5650	277	6	s. kadry	PERSON
easat-5650	277	7	cnn	ORG
easat-5650	277	8	25	CARDINAL
easat-5650	277	9	18	CARDINAL
easat-5650	277	10	12357-12370	DATE
easat-5650	277	11	2021	DATE
easat-5650	278	1	13	CARDINAL
easat-5650	279	1	kim	PERSON
easat-5650	280	1	hwang	PERSON
easat-5650	282	1	73	DATE
easat-5650	282	2	6	CARDINAL
easat-5650	283	1	666-674	CARDINAL
easat-5650	283	2	2023	CARDINAL
easat-5650	284	1	https://doi.org/10.1057/s41599-025-04505-8	PERSON
easat-5650	285	1	https://doi.org/10.1007/s11036-021-01782-y https://doi.org/10.1007/s40030-023-00445-5	PERSON
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