id	sid	eid	entity	type
ajst-32558	1	1	136	CARDINAL
ajst-32558	1	2	cheng jing	PERSON
ajst-32558	1	3	tianjin no.1	ORG
ajst-32558	1	4	tianjin	GPE
ajst-32558	1	5	300051	DATE
ajst-32558	1	6	china 18522951028@163.com	ORG
ajst-32558	6	1	first	ORDINAL
ajst-32558	6	2	qlora	GPE
ajst-32558	12	1	1	CARDINAL
ajst-32558	12	2	billions	CARDINAL
ajst-32558	12	3	hundreds of billions	MONEY
ajst-32558	13	1	1	CARDINAL
ajst-32558	18	1	three	CARDINAL
ajst-32558	21	1	section 2	LAW
ajst-32558	21	2	section 3	LAW
ajst-32558	21	3	three	CARDINAL
ajst-32558	21	4	section 6	LAW
ajst-32558	22	1	137 2	CARDINAL
ajst-32558	22	2	llm	GPE
ajst-32558	25	1	2.1	CARDINAL
ajst-32558	31	1	today	DATE
ajst-32558	31	2	up to 128k	CARDINAL
ajst-32558	31	3	billions	CARDINAL
ajst-32558	32	1	2	CARDINAL
ajst-32558	33	1	2.2	CARDINAL
ajst-32558	33	2	trillions	CARDINAL
ajst-32558	37	1	2.3	CARDINAL
ajst-32558	38	1	3	CARDINAL
ajst-32558	39	1	qlora	GPE
ajst-32558	40	1	qlora	GPE
ajst-32558	40	2	70	CARDINAL
ajst-32558	40	3	4090	CARDINAL
ajst-32558	40	4	24	CARDINAL
ajst-32558	41	1	4][5	CARDINAL
ajst-32558	42	1	138 3	CARDINAL
ajst-32558	43	1	three	CARDINAL
ajst-32558	45	1	3.1	CARDINAL
ajst-32558	46	1	intp	ORG
ajst-32558	47	1	6	CARDINAL
ajst-32558	49	1	3.2	CARDINAL
ajst-32558	51	1	first	ORDINAL
ajst-32558	54	1	ffn	ORG
ajst-32558	55	1	second	ORDINAL
ajst-32558	57	1	microsoft	ORG
ajst-32558	58	1	8	CARDINAL
ajst-32558	59	1	3.3	CARDINAL
ajst-32558	59	2	1	CARDINAL
ajst-32558	60	1	three	CARDINAL
ajst-32558	65	1	chatbots &	ORG
ajst-32558	68	1	chatbots &	ORG
ajst-32558	69	1	medium	PERSON
ajst-32558	69	2	third	ORDINAL
ajst-32558	70	1	9	CARDINAL
ajst-32558	71	1	139	CARDINAL
ajst-32558	73	1	three	CARDINAL
ajst-32558	73	2	1	CARDINAL
ajst-32558	73	3	four	CARDINAL
ajst-32558	74	1	4	CARDINAL
ajst-32558	75	1	4.1	CARDINAL
ajst-32558	76	1	lmlpa	GPE
ajst-32558	76	2	10	CARDINAL
ajst-32558	77	1	five	CARDINAL
ajst-32558	78	1	4.2	CARDINAL
ajst-32558	79	1	11	CARDINAL
ajst-32558	80	1	5	CARDINAL
ajst-32558	80	2	5.1	CARDINAL
ajst-32558	82	1	three	CARDINAL
ajst-32558	82	2	12	CARDINAL
ajst-32558	83	1	5.2	CARDINAL
ajst-32558	85	1	13	CARDINAL
ajst-32558	86	1	14	CARDINAL
ajst-32558	86	2	140 6	CARDINAL
ajst-32558	86	3	6.1	CARDINAL
ajst-32558	86	4	first	ORDINAL
ajst-32558	88	1	second	ORDINAL
ajst-32558	90	1	1 million	CARDINAL
ajst-32558	90	2	500+ h100	QUANTITY
ajst-32558	91	1	6.2	CARDINAL
ajst-32558	92	1	first	ORDINAL
ajst-32558	97	1	15	CARDINAL
ajst-32558	101	1	one	CARDINAL
ajst-32558	103	1	eu	ORG
ajst-32558	105	1	firstly	ORDINAL
ajst-32558	107	1	secondly	ORDINAL
ajst-32558	108	1	three	CARDINAL
ajst-32558	109	1	7	CARDINAL
ajst-32558	112	1	141	CARDINAL
ajst-32558	112	2	first	ORDINAL
ajst-32558	113	1	qlora	GPE
ajst-32558	114	1	three	CARDINAL
ajst-32558	120	1	non-english	NORP
ajst-32558	126	1	zhao	PERSON
ajst-32558	126	2	huang	PERSON
ajst-32558	126	3	z.	PERSON
ajst-32558	126	4	m. et al	PERSON
ajst-32558	127	1	sci	ORG
ajst-32558	127	2	14	CARDINAL
ajst-32558	127	3	7095	DATE
ajst-32558	127	4	2024	CARDINAL
ajst-32558	129	1	2	CARDINAL
ajst-32558	129	2	j., ma	PERSON
ajst-32558	129	3	s., dong, l.	PERSON
ajst-32558	129	4	x.	GPE
ajst-32558	129	5	huang	PERSON
ajst-32558	129	6	s.	PERSON
ajst-32558	129	7	wang	PERSON
ajst-32558	129	8	w., & wei	ORG
ajst-32558	129	9	f.	PERSON
ajst-32558	129	10	2023	CARDINAL
ajst-32558	130	1	1,000,000,000	CARDINAL
ajst-32558	131	1	arxiv	ORG
ajst-32558	133	1	3	CARDINAL
ajst-32558	133	2	jones, a.	PERSON
ajst-32558	133	3	chen, a.	PERSON
ajst-32558	133	4	dassarma	PERSON
ajst-32558	133	5	d.	NORP
ajst-32558	133	6	fort	GPE
ajst-32558	133	7	s.	GPE
ajst-32558	133	8	ganguli	GPE
ajst-32558	133	9	d.	NORP
ajst-32558	133	10	t.	GPE
ajst-32558	133	11	joseph, n.	PERSON
ajst-32558	133	12	s.	PERSON
ajst-32558	133	13	kernion	PERSON
ajst-32558	133	14	j.	PERSON
ajst-32558	133	15	t.	GPE
ajst-32558	133	16	el-showk	GPE
ajst-32558	133	17	s.	GPE
ajst-32558	133	18	z., hernandez	PERSON
ajst-32558	133	19	d.	NORP
ajst-32558	133	20	hume	GPE
ajst-32558	133	21	t.	GPE
ajst-32558	133	22	2022	CARDINAL
ajst-32558	135	1	arxiv	PERSON
ajst-32558	137	1	4	CARDINAL
ajst-32558	137	2	a.	PERSON
ajst-32558	137	3	a., & zettlemoyer	ORG
ajst-32558	137	4	2023	CARDINAL
ajst-32558	138	1	qlora	PERSON
ajst-32558	139	1	arxiv	ORG
ajst-32558	141	1	5	CARDINAL
ajst-32558	142	1	2023	CARDINAL
ajst-32558	143	1	qlora	PERSON
ajst-32558	143	2	70b	CARDINAL
ajst-32558	146	1	6	CARDINAL
ajst-32558	146	2	chen	PERSON
ajst-32558	146	3	li	PERSON
ajst-32558	146	4	j., li	PERSON
ajst-32558	146	5	zhou	PERSON
ajst-32558	146	6	x.	GPE
ajst-32558	146	7	2023	CARDINAL
ajst-32558	148	1	arxiv	ORG
ajst-32558	149	1	https://doi.org/10.48550/arxiv.2308.10278	PERSON
ajst-32558	150	1	7	CARDINAL
ajst-32558	150	2	chen	PERSON
ajst-32558	150	3	r.	NORP
ajst-32558	150	4	arditi, a.	PERSON
ajst-32558	150	5	2025	CARDINAL
ajst-32558	152	1	arxiv	ORG
ajst-32558	154	1	8	CARDINAL
ajst-32558	154	2	shrivastava	PERSON
ajst-32558	154	3	awadallah, a. h.	ORG
ajst-32558	154	4	balachandran	PERSON
ajst-32558	154	5	zhou	PERSON
ajst-32558	154	6	2025	DATE
ajst-32558	156	1	arxiv	PERSON
ajst-32558	157	1	10	CARDINAL
ajst-32558	158	1	48550/	CARDINAL
ajst-32558	159	1	2508.	DATE
ajst-32558	161	1	142	CARDINAL
ajst-32558	162	1	9	CARDINAL
ajst-32558	162	2	li	PERSON
ajst-32558	162	3	q.	PERSON
ajst-32558	162	4	wang	PERSON
ajst-32558	162	5	2025	CARDINAL
ajst-32558	164	1	arxiv	ORG
ajst-32558	165	1	https://doi.org/10.48550/arxiv.2504.19413	LOC
ajst-32558	166	1	10	CARDINAL
ajst-32558	166	2	zheng	PERSON
ajst-32558	166	3	2024	CARDINAL
ajst-32558	167	1	lmlpa	GPE
ajst-32558	167	2	five	CARDINAL
ajst-32558	168	1	arxiv	ORG
ajst-32558	169	1	10	CARDINAL
ajst-32558	170	1	48550/	CARDINAL
ajst-32558	172	1	11	CARDINAL
ajst-32558	172	2	zheng	PERSON
ajst-32558	172	3	2023	CARDINAL
ajst-32558	173	1	memorybank	ORG
ajst-32558	174	1	arxiv	ORG
ajst-32558	176	1	12	CARDINAL
ajst-32558	176	2	dai	ORG
ajst-32558	176	3	m., yuan	ORG
ajst-32558	176	4	c., & nie	ORG
ajst-32558	176	5	x.	GPE
ajst-32558	176	6	2024	CARDINAL
ajst-32558	178	1	13888	DATE
ajst-32558	178	2	245256	DATE
ajst-32558	180	1	13	CARDINAL
ajst-32558	180	2	d. y., &	ORG
ajst-32558	180	3	r.	PERSON
ajst-32558	180	4	2012	DATE
ajst-32558	182	1	29(1	CARDINAL
ajst-32558	182	2	155	CARDINAL
ajst-32558	183	1	10.1016	CARDINAL
ajst-32558	183	2	j.chb.2012.07.029	ORG
ajst-32558	184	1	14	CARDINAL
ajst-32558	184	2	e. j.	PERSON
ajst-32558	184	3	fayek	GPE
ajst-32558	184	4	h. m.	PERSON
ajst-32558	184	5	2023	CARDINAL
ajst-32558	186	1	3051-3070	CARDINAL
ajst-32558	187	1	https	PERSON
ajst-32558	190	1	15	CARDINAL
ajst-32558	190	2	s.	PERSON
ajst-32558	190	3	güdükbay	GPE
ajst-32558	190	4	f.	PERSON
ajst-32558	190	5	2021	CARDINAL
ajst-32558	192	1	40*(2	CARDINAL
ajst-32558	192	2	article 15	LAW
ajst-32558	194	1	10.1145/3439795	CARDINAL