open-mar11 / topics.json

Add BERTopic model

63fbb46 verified almost 2 years ago

79.2 kB

	{
	"topic_representations": {
	"-1": [
	[
	"models",
	0.024425767173550786
	],
	[
	"language",
	0.02241991530055873
	],
	[
	"model",
	0.019806221840875056
	],
	[
	"language models",
	0.017239841360011186
	],
	[
	"llms",
	0.014458694180093197
	],
	[
	"tasks",
	0.014287531734190301
	],
	[
	"large",
	0.01400985230205217
	],
	[
	"performance",
	0.012700932010615397
	],
	[
	"data",
	0.012518549507011423
	],
	[
	"large language",
	0.011450959164003084
	]
	],
	"0": [
	[
	"models",
	0.02356500174663158
	],
	[
	"language",
	0.023477647717904115
	],
	[
	"model",
	0.0200569221162746
	],
	[
	"data",
	0.016096898590679625
	],
	[
	"text",
	0.015545862494476103
	],
	[
	"tasks",
	0.01542775974501653
	],
	[
	"large",
	0.014575343690402783
	],
	[
	"visual",
	0.014343062428055322
	],
	[
	"generation",
	0.014061562204181614
	],
	[
	"language models",
	0.01380588286289114
	]
	],
	"1": [
	[
	"reasoning",
	0.0427138568860436
	],
	[
	"models",
	0.025157483831298764
	],
	[
	"language",
	0.0228693076572901
	],
	[
	"knowledge",
	0.021330515571514694
	],
	[
	"language models",
	0.01969984968065545
	],
	[
	"question",
	0.018923446845324845
	],
	[
	"llms",
	0.018390344280509344
	],
	[
	"questions",
	0.01810104385006594
	],
	[
	"model",
	0.01458673199119728
	],
	[
	"large",
	0.014285961793648364
	]
	],
	"2": [
	[
	"quantization",
	0.047718199027601535
	],
	[
	"memory",
	0.024453083406118292
	],
	[
	"training",
	0.02442185786773442
	],
	[
	"models",
	0.02263542895799023
	],
	[
	"inference",
	0.01939046872640775
	],
	[
	"large",
	0.019205722047356127
	],
	[
	"finetuning",
	0.018744560831794703
	],
	[
	"model",
	0.01868089130296508
	],
	[
	"weights",
	0.017839666523599074
	],
	[
	"pruning",
	0.017830261047996874
	]
	],
	"3": [
	[
	"attacks",
	0.033708868338685444
	],
	[
	"attack",
	0.028857809900635124
	],
	[
	"adversarial",
	0.026575977018620488
	],
	[
	"safety",
	0.02548677267513805
	],
	[
	"models",
	0.02517141144151034
	],
	[
	"llms",
	0.022854161827098544
	],
	[
	"privacy",
	0.018869807782166067
	],
	[
	"model",
	0.01803556481151888
	],
	[
	"language models",
	0.017996973996191854
	],
	[
	"language",
	0.01795791722672426
	]
	],
	"4": [
	[
	"dialogue",
	0.05009223738367285
	],
	[
	"dialog",
	0.024144372955435728
	],
	[
	"taskoriented",
	0.023976813609949278
	],
	[
	"systems",
	0.02353541576954319
	],
	[
	"responses",
	0.021635956352716014
	],
	[
	"model",
	0.019089563638932425
	],
	[
	"models",
	0.01796940131935936
	],
	[
	"generation",
	0.016484259496857105
	],
	[
	"response",
	0.01597499650234999
	],
	[
	"conversational",
	0.01588329372824543
	]
	],
	"5": [
	[
	"code",
	0.07622662458210326
	],
	[
	"code generation",
	0.03308941521784645
	],
	[
	"generation",
	0.02718949996713184
	],
	[
	"models",
	0.02477830894742414
	],
	[
	"llms",
	0.024057506862122695
	],
	[
	"programming",
	0.01887927042019703
	],
	[
	"language",
	0.018165598848413303
	],
	[
	"python",
	0.016510215053749652
	],
	[
	"software",
	0.016312063809489886
	],
	[
	"model",
	0.014757142127921325
	]
	],
	"6": [
	[
	"medical",
	0.048056959115650194
	],
	[
	"clinical",
	0.03473890865381114
	],
	[
	"models",
	0.022900123138232992
	],
	[
	"llms",
	0.02228624199854072
	],
	[
	"language",
	0.01915150136451626
	],
	[
	"model",
	0.018406015019896364
	],
	[
	"biomedical",
	0.015929387368106503
	],
	[
	"large",
	0.01578985272390733
	],
	[
	"notes",
	0.015698874717256273
	],
	[
	"large language",
	0.014756411463091746
	]
	],
	"7": [
	[
	"llms",
	0.02409850900709545
	],
	[
	"planning",
	0.022495764106495078
	],
	[
	"language",
	0.021997913374248904
	],
	[
	"models",
	0.02144415563213895
	],
	[
	"tasks",
	0.020914548750480252
	],
	[
	"human",
	0.020867776199497593
	],
	[
	"agents",
	0.020145226662456894
	],
	[
	"language models",
	0.017858202328010348
	],
	[
	"model",
	0.017344723073162517
	],
	[
	"large language",
	0.01597778935315249
	]
	],
	"8": [
	[
	"detection",
	0.046944347190143974
	],
	[
	"text",
	0.04407034294361784
	],
	[
	"data",
	0.026834774164535478
	],
	[
	"generated",
	0.020187554548740577
	],
	[
	"models",
	0.019674692355740972
	],
	[
	"machinegenerated",
	0.019365324267242336
	],
	[
	"language",
	0.018781702396748697
	],
	[
	"hate",
	0.018628337164872177
	],
	[
	"texts",
	0.01789464566294187
	],
	[
	"using",
	0.016666442605185527
	]
	],
	"9": [
	[
	"brain",
	0.036223225756122156
	],
	[
	"language",
	0.03430705020225741
	],
	[
	"models",
	0.032571444445436575
	],
	[
	"language models",
	0.026368663240075592
	],
	[
	"word",
	0.02467437954832576
	],
	[
	"representations",
	0.02207236351587451
	],
	[
	"gpt2",
	0.02057642260620931
	],
	[
	"neural",
	0.01924087374054122
	],
	[
	"human",
	0.01894550656917833
	],
	[
	"reading",
	0.0174068732370087
	]
	],
	"10": [
	[
	"bias",
	0.08648308127810621
	],
	[
	"biases",
	0.07027973562701618
	],
	[
	"gender",
	0.046609388149733776
	],
	[
	"models",
	0.03302891192778943
	],
	[
	"language",
	0.028825442593697723
	],
	[
	"gender bias",
	0.027298852188722827
	],
	[
	"language models",
	0.02600628687391081
	],
	[
	"social",
	0.023744198346135295
	],
	[
	"moral",
	0.015760063717067976
	],
	[
	"large",
	0.01552047955584067
	]
	],
	"11": [
	[
	"recommendation",
	0.06194427080717003
	],
	[
	"ranking",
	0.038410034071938035
	],
	[
	"reranking",
	0.025978652588584606
	],
	[
	"retrieval",
	0.023865598845914913
	],
	[
	"item",
	0.02055213966026165
	],
	[
	"language",
	0.019889361465113067
	],
	[
	"llms",
	0.019443602010243914
	],
	[
	"user",
	0.018792122022392534
	],
	[
	"models",
	0.01874106255939899
	],
	[
	"recommender",
	0.01867506725019616
	]
	],
	"12": [
	[
	"transformer",
	0.04781793120328412
	],
	[
	"context",
	0.03626936146175593
	],
	[
	"attention",
	0.035442991859466574
	],
	[
	"length",
	0.03390939408949466
	],
	[
	"transformers",
	0.02850471789073552
	],
	[
	"context window",
	0.025908928569203644
	],
	[
	"training",
	0.025607428706139617
	],
	[
	"window",
	0.025506706264648366
	],
	[
	"models",
	0.022850330091103484
	],
	[
	"language",
	0.020689733654964106
	]
	],
	"13": [
	[
	"music",
	0.12204246641235567
	],
	[
	"poetry",
	0.05963430685840063
	],
	[
	"poems",
	0.04165617964794145
	],
	[
	"generation",
	0.04036674236261321
	],
	[
	"audio",
	0.03390068511454324
	],
	[
	"model",
	0.029790085253288353
	],
	[
	"gpt2",
	0.02502355499697478
	],
	[
	"song",
	0.01827501785476301
	],
	[
	"text",
	0.01765443374838722
	],
	[
	"creative",
	0.01654650320283481
	]
	],
	"14": [
	[
	"hallucinations",
	0.10545195540672403
	],
	[
	"hallucination",
	0.06697214236232293
	],
	[
	"models",
	0.027041805846028943
	],
	[
	"large",
	0.02615224536779269
	],
	[
	"legal",
	0.02301795189039532
	],
	[
	"language models",
	0.022363816112977736
	],
	[
	"large language",
	0.02138551496134305
	],
	[
	"language",
	0.02127886028774902
	],
	[
	"large language models",
	0.020985384256987257
	],
	[
	"visual",
	0.020931513795364485
	]
	],
	"15": [
	[
	"claim",
	0.07637869487273592
	],
	[
	"legal",
	0.07399233490449024
	],
	[
	"claims",
	0.037695311911693646
	],
	[
	"generation",
	0.030705254596773694
	],
	[
	"based",
	0.03064525276737301
	],
	[
	"gpt2",
	0.028157319722397284
	],
	[
	"models",
	0.025683039534276687
	],
	[
	"court",
	0.024407994923676353
	],
	[
	"text",
	0.0233654287693821
	],
	[
	"model",
	0.021788503705337556
	]
	],
	"16": [
	[
	"circuit",
	0.07169341992575869
	],
	[
	"heads",
	0.0618806677214795
	],
	[
	"interpretability",
	0.04568761050962531
	],
	[
	"attention heads",
	0.036751687482048906
	],
	[
	"mechanistic",
	0.034822236022474
	],
	[
	"mechanistic interpretability",
	0.03345870268627909
	],
	[
	"neurons",
	0.03339944245860791
	],
	[
	"behavior",
	0.03176237127972977
	],
	[
	"causal",
	0.029805731696016993
	],
	[
	"models",
	0.028206285523609133
	]
	],
	"17": [
	[
	"financial",
	0.1563419614681614
	],
	[
	"analysis",
	0.035314881341460456
	],
	[
	"chinese",
	0.029814868698667896
	],
	[
	"financial domain",
	0.02849234657231975
	],
	[
	"news",
	0.023042518514924632
	],
	[
	"investment",
	0.022082879774098115
	],
	[
	"model",
	0.02092917526760425
	],
	[
	"language",
	0.020770280808292567
	],
	[
	"industry",
	0.020341453123253177
	],
	[
	"llms",
	0.0203253713109675
	]
	],
	"18": [
	[
	"summarization",
	0.10336038861730677
	],
	[
	"summaries",
	0.050741187908542616
	],
	[
	"abstractive",
	0.043843884990775135
	],
	[
	"abstractive summarization",
	0.040996457591909445
	],
	[
	"summary",
	0.03589965554181042
	],
	[
	"cls",
	0.0353502474531008
	],
	[
	"background",
	0.028450398479123156
	],
	[
	"datasets",
	0.02575619780275858
	],
	[
	"text summarization",
	0.025443971371542244
	],
	[
	"llms",
	0.0252229010014704
	]
	]
	},
	"topics": [
	12,
	12,
	12,
	2,
	15,
	4,
	-1,
	0,
	4,
	-1,
	3,
	6,
	-1,
	15,
	-1,
	6,
	2,
	0,
	3,
	6,
	2,
	4,
	2,
	-1,
	10,
	1,
	4,
	-1,
	0,
	0,
	-1,
	1,
	-1,
	-1,
	9,
	5,
	15,
	1,
	15,
	0,
	10,
	13,
	6,
	12,
	1,
	4,
	-1,
	-1,
	13,
	-1,
	-1,
	0,
	0,
	0,
	-1,
	0,
	8,
	10,
	13,
	0,
	-1,
	4,
	-1,
	-1,
	0,
	0,
	4,
	1,
	-1,
	13,
	-1,
	-1,
	12,
	-1,
	6,
	-1,
	0,
	6,
	0,
	0,
	-1,
	0,
	-1,
	3,
	7,
	6,
	0,
	1,
	13,
	8,
	2,
	3,
	-1,
	7,
	-1,
	4,
	12,
	0,
	0,
	0,
	0,
	5,
	-1,
	3,
	9,
	-1,
	0,
	0,
	8,
	-1,
	4,
	-1,
	15,
	0,
	-1,
	8,
	1,
	4,
	7,
	-1,
	5,
	1,
	4,
	0,
	9,
	-1,
	-1,
	11,
	5,
	-1,
	4,
	15,
	0,
	4,
	0,
	0,
	1,
	12,
	4,
	6,
	1,
	-1,
	8,
	9,
	6,
	0,
	-1,
	0,
	-1,
	-1,
	0,
	0,
	1,
	8,
	4,
	0,
	-1,
	-1,
	3,
	11,
	-1,
	0,
	8,
	4,
	0,
	0,
	-1,
	12,
	-1,
	-1,
	-1,
	0,
	2,
	4,
	-1,
	8,
	0,
	-1,
	0,
	2,
	0,
	0,
	-1,
	10,
	3,
	4,
	4,
	3,
	-1,
	1,
	0,
	5,
	3,
	-1,
	18,
	9,
	0,
	0,
	10,
	1,
	2,
	4,
	8,
	1,
	3,
	-1,
	-1,
	0,
	12,
	2,
	-1,
	9,
	-1,
	0,
	10,
	0,
	-1,
	-1,
	-1,
	-1,
	-1,
	2,
	0,
	8,
	5,
	4,
	12,
	-1,
	0,
	-1,
	8,
	8,
	0,
	0,
	-1,
	-1,
	-1,
	2,
	-1,
	5,
	0,
	8,
	0,
	5,
	2,
	-1,
	1,
	10,
	0,
	0,
	4,
	6,
	0,
	8,
	11,
	0,
	-1,
	-1,
	0,
	-1,
	4,
	-1,
	-1,
	4,
	0,
	-1,
	7,
	1,
	-1,
	4,
	0,
	9,
	4,
	-1,
	4,
	0,
	4,
	0,
	3,
	0,
	-1,
	1,
	0,
	-1,
	-1,
	-1,
	-1,
	12,
	-1,
	0,
	8,
	12,
	0,
	9,
	-1,
	1,
	1,
	9,
	4,
	3,
	11,
	3,
	4,
	4,
	-1,
	-1,
	-1,
	-1,
	2,
	-1,
	8,
	-1,
	13,
	-1,
	4,
	-1,
	8,
	2,
	-1,
	0,
	1,
	0,
	5,
	-1,
	2,
	-1,
	0,
	4,
	-1,
	6,
	-1,
	-1,
	3,
	5,
	4,
	0,
	-1,
	-1,
	4,
	12,
	0,
	-1,
	3,
	-1,
	-1,
	-1,
	0,
	5,
	-1,
	4,
	5,
	0,
	-1,
	0,
	7,
	0,
	8,
	-1,
	2,
	0,
	5,
	3,
	0,
	-1,
	0,
	5,
	0,
	2,
	-1,
	-1,
	12,
	0,
	3,
	9,
	0,
	9,
	0,
	1,
	-1,
	9,
	0,
	8,
	-1,
	8,
	2,
	0,
	4,
	-1,
	5,
	-1,
	-1,
	-1,
	0,
	2,
	-1,
	12,
	9,
	-1,
	-1,
	6,
	0,
	-1,
	4,
	-1,
	15,
	-1,
	-1,
	11,
	4,
	-1,
	-1,
	4,
	0,
	11,
	-1,
	1,
	-1,
	1,
	0,
	2,
	12,
	0,
	1,
	9,
	-1,
	6,
	0,
	-1,
	0,
	10,
	-1,
	11,
	1,
	-1,
	13,
	5,
	10,
	0,
	0,
	2,
	0,
	0,
	-1,
	6,
	-1,
	-1,
	-1,
	1,
	1,
	1,
	0,
	2,
	0,
	3,
	0,
	5,
	1,
	2,
	-1,
	-1,
	-1,
	-1,
	2,
	10,
	1,
	2,
	-1,
	13,
	-1,
	-1,
	0,
	9,
	0,
	-1,
	9,
	-1,
	11,
	-1,
	6,
	-1,
	7,
	0,
	-1,
	1,
	0,
	-1,
	-1,
	0,
	-1,
	-1,
	3,
	4,
	2,
	5,
	6,
	4,
	0,
	1,
	1,
	-1,
	0,
	3,
	-1,
	-1,
	-1,
	0,
	-1,
	1,
	10,
	3,
	-1,
	-1,
	10,
	-1,
	9,
	-1,
	-1,
	0,
	0,
	1,
	-1,
	0,
	-1,
	7,
	0,
	-1,
	0,
	2,
	-1,
	12,
	-1,
	1,
	11,
	10,
	5,
	0,
	-1,
	4,
	1,
	0,
	1,
	12,
	1,
	0,
	4,
	4,
	0,
	2,
	1,
	11,
	1,
	-1,
	0,
	0,
	0,
	2,
	0,
	0,
	3,
	0,
	-1,
	9,
	1,
	2,
	0,
	-1,
	0,
	16,
	5,
	0,
	-1,
	-1,
	-1,
	-1,
	-1,
	9,
	1,
	6,
	1,
	-1,
	18,
	-1,
	0,
	-1,
	12,
	2,
	-1,
	13,
	-1,
	-1,
	-1,
	-1,
	-1,
	1,
	5,
	-1,
	2,
	1,
	6,
	-1,
	3,
	-1,
	-1,
	0,
	-1,
	-1,
	13,
	-1,
	-1,
	-1,
	13,
	0,
	-1,
	2,
	0,
	0,
	11,
	1,
	1,
	7,
	-1,
	16,
	1,
	-1,
	1,
	0,
	0,
	0,
	-1,
	2,
	-1,
	0,
	5,
	-1,
	12,
	0,
	4,
	13,
	-1,
	-1,
	0,
	2,
	-1,
	5,
	9,
	0,
	9,
	0,
	6,
	-1,
	0,
	3,
	-1,
	0,
	6,
	13,
	11,
	0,
	5,
	1,
	0,
	10,
	13,
	0,
	-1,
	2,
	-1,
	-1,
	-1,
	8,
	-1,
	-1,
	1,
	0,
	5,
	3,
	6,
	2,
	-1,
	10,
	7,
	-1,
	6,
	2,
	0,
	3,
	1,
	3,
	10,
	-1,
	-1,
	4,
	5,
	-1,
	1,
	3,
	-1,
	1,
	6,
	0,
	-1,
	5,
	-1,
	0,
	0,
	17,
	1,
	-1,
	0,
	16,
	0,
	4,
	10,
	-1,
	-1,
	-1,
	-1,
	0,
	0,
	18,
	9,
	4,
	0,
	0,
	17,
	0,
	2,
	0,
	-1,
	9,
	0,
	0,
	3,
	2,
	4,
	-1,
	0,
	-1,
	2,
	8,
	5,
	7,
	1,
	0,
	-1,
	-1,
	12,
	-1,
	0,
	18,
	1,
	8,
	0,
	4,
	6,
	-1,
	3,
	0,
	0,
	1,
	0,
	4,
	5,
	4,
	5,
	4,
	7,
	14,
	8,
	2,
	6,
	4,
	8,
	0,
	-1,
	-1,
	-1,
	6,
	5,
	1,
	-1,
	0,
	0,
	-1,
	0,
	-1,
	0,
	11,
	0,
	8,
	-1,
	16,
	-1,
	1,
	6,
	-1,
	0,
	17,
	0,
	11,
	0,
	0,
	4,
	-1,
	0,
	5,
	5,
	-1,
	-1,
	-1,
	0,
	2,
	-1,
	0,
	0,
	0,
	0,
	4,
	-1,
	1,
	4,
	0,
	0,
	1,
	0,
	-1,
	-1,
	0,
	-1,
	6,
	3,
	16,
	-1,
	0,
	4,
	5,
	11,
	16,
	1,
	0,
	-1,
	5,
	-1,
	3,
	-1,
	1,
	7,
	6,
	0,
	-1,
	0,
	9,
	-1,
	11,
	-1,
	0,
	0,
	-1,
	-1,
	6,
	5,
	-1,
	-1,
	11,
	-1,
	0,
	7,
	0,
	1,
	8,
	5,
	-1,
	16,
	-1,
	-1,
	8,
	3,
	7,
	1,
	-1,
	-1,
	0,
	1,
	3,
	2,
	3,
	-1,
	9,
	9,
	1,
	17,
	6,
	-1,
	5,
	1,
	-1,
	0,
	2,
	-1,
	0,
	-1,
	-1,
	-1,
	-1,
	0,
	4,
	-1,
	0,
	0,
	2,
	-1,
	-1,
	0,
	-1,
	1,
	7,
	10,
	9,
	1,
	0,
	1,
	0,
	18,
	7,
	-1,
	-1,
	1,
	4,
	1,
	-1,
	0,
	0,
	4,
	2,
	0,
	-1,
	0,
	0,
	0,
	-1,
	11,
	-1,
	0,
	-1,
	-1,
	-1,
	0,
	-1,
	1,
	-1,
	3,
	0,
	1,
	7,
	1,
	8,
	0,
	15,
	7,
	0,
	-1,
	6,
	0,
	1,
	5,
	10,
	1,
	-1,
	-1,
	0,
	4,
	12,
	0,
	-1,
	1,
	-1,
	-1,
	9,
	3,
	0,
	7,
	-1,
	1,
	-1,
	8,
	4,
	-1,
	6,
	2,
	-1,
	0,
	1,
	-1,
	-1,
	1,
	11,
	-1,
	1,
	2,
	-1,
	3,
	-1,
	0,
	-1,
	7,
	12,
	2,
	0,
	2,
	0,
	1,
	0,
	-1,
	2,
	0,
	4,
	0,
	7,
	0,
	10,
	0,
	-1,
	7,
	0,
	2,
	-1,
	-1,
	-1,
	6,
	5,
	-1,
	5,
	-1,
	2,
	1,
	1,
	-1,
	10,
	-1,
	0,
	10,
	0,
	6,
	6,
	-1,
	0,
	15,
	17,
	0,
	0,
	-1,
	9,
	-1,
	0,
	0,
	-1,
	10,
	0,
	1,
	3,
	3,
	2,
	1,
	-1,
	2,
	0,
	0,
	5,
	9,
	5,
	6,
	13,
	5,
	13,
	-1,
	7,
	-1,
	-1,
	5,
	17,
	11,
	2,
	-1,
	-1,
	2,
	2,
	0,
	2,
	1,
	0,
	-1,
	-1,
	5,
	-1,
	12,
	0,
	9,
	0,
	-1,
	11,
	-1,
	6,
	1,
	11,
	2,
	0,
	12,
	3,
	-1,
	0,
	7,
	3,
	2,
	0,
	-1,
	7,
	-1,
	0,
	-1,
	6,
	6,
	16,
	-1,
	0,
	2,
	8,
	0,
	14,
	-1,
	5,
	0,
	0,
	-1,
	12,
	4,
	-1,
	-1,
	-1,
	1,
	0,
	0,
	-1,
	5,
	10,
	4,
	1,
	8,
	10,
	3,
	0,
	6,
	4,
	0,
	6,
	3,
	-1,
	-1,
	8,
	-1,
	-1,
	2,
	3,
	0,
	-1,
	-1,
	14,
	0,
	-1,
	0,
	0,
	0,
	-1,
	4,
	5,
	10,
	4,
	10,
	5,
	-1,
	-1,
	6,
	1,
	5,
	-1,
	10,
	1,
	-1,
	0,
	-1,
	6,
	2,
	1,
	6,
	4,
	6,
	-1,
	0,
	7,
	-1,
	1,
	6,
	1,
	11,
	0,
	0,
	1,
	0,
	-1,
	13,
	1,
	0,
	6,
	6,
	14,
	4,
	6,
	-1,
	5,
	-1,
	8,
	3,
	-1,
	2,
	1,
	9,
	-1,
	-1,
	3,
	-1,
	10,
	0,
	1,
	3,
	8,
	2,
	2,
	5,
	0,
	-1,
	-1,
	4,
	2,
	0,
	-1,
	12,
	5,
	13,
	13,
	4,
	4,
	14,
	0,
	0,
	11,
	11,
	-1,
	3,
	10,
	-1,
	0,
	0,
	5,
	0,
	17,
	2,
	-1,
	1,
	5,
	-1,
	1,
	-1,
	1,
	-1,
	0,
	6,
	3,
	0,
	-1,
	-1,
	-1,
	8,
	4,
	-1,
	0,
	2,
	-1,
	2,
	5,
	0,
	5,
	12,
	3,
	-1,
	3,
	0,
	1,
	2,
	2,
	2,
	-1,
	3,
	2,
	4,
	10,
	1,
	-1,
	0,
	-1,
	0,
	0,
	0,
	6,
	3,
	1,
	0,
	-1,
	-1,
	2,
	10,
	6,
	0,
	-1,
	-1,
	1,
	7,
	10,
	-1,
	-1,
	-1,
	7,
	5,
	7,
	-1,
	12,
	1,
	3,
	3,
	-1,
	1,
	0,
	-1,
	0,
	0,
	12,
	13,
	-1,
	0,
	-1,
	-1,
	2,
	1,
	0,
	10,
	3,
	0,
	-1,
	0,
	15,
	3,
	0,
	16,
	0,
	7,
	12,
	15,
	17,
	0,
	0,
	0,
	12,
	-1,
	-1,
	7,
	0,
	5,
	-1,
	-1,
	0,
	4,
	0,
	-1,
	-1,
	-1,
	1,
	-1,
	0,
	0,
	-1,
	6,
	17,
	-1,
	1,
	6,
	0,
	2,
	-1,
	0,
	0,
	-1,
	0,
	0,
	2,
	-1,
	7,
	-1,
	7,
	-1,
	6,
	-1,
	0,
	2,
	6,
	7,
	0,
	1,
	-1,
	-1,
	3,
	-1,
	0,
	-1,
	9,
	3,
	0,
	0,
	0,
	-1,
	18,
	-1,
	-1,
	-1,
	0,
	0,
	7,
	-1,
	7,
	7,
	3,
	5,
	12,
	-1,
	14,
	1,
	1,
	1,
	9,
	0,
	-1,
	3,
	2,
	18,
	0,
	3,
	-1,
	-1,
	-1,
	-1,
	-1,
	7,
	-1,
	14,
	3,
	3,
	1,
	-1,
	17,
	12,
	-1,
	7,
	-1,
	9,
	1,
	0,
	0,
	-1,
	2,
	-1,
	10,
	5,
	2,
	10,
	-1,
	4,
	7,
	0,
	9,
	-1,
	13,
	9,
	0,
	0,
	11,
	7,
	2,
	5,
	-1,
	2,
	3,
	1,
	0,
	9,
	2,
	0,
	4,
	0,
	5,
	0,
	3,
	12,
	11,
	0,
	4,
	2,
	-1,
	1,
	11,
	3,
	0,
	-1,
	-1,
	0,
	16,
	4,
	2,
	7,
	1,
	6,
	-1,
	10,
	2,
	4,
	-1,
	-1,
	5,
	0,
	3,
	-1,
	1,
	15,
	18,
	1,
	7,
	-1,
	-1,
	5,
	0,
	4,
	0,
	0,
	0,
	10,
	7,
	-1,
	7,
	8,
	-1,
	5,
	-1,
	0,
	5,
	5,
	11,
	-1,
	0,
	0,
	9,
	-1,
	-1,
	8,
	0,
	3,
	-1,
	1,
	-1,
	6,
	-1,
	14,
	-1,
	1,
	3,
	0,
	-1,
	1,
	-1,
	-1,
	-1,
	1,
	5,
	-1,
	0,
	4,
	6,
	-1,
	2,
	9,
	18,
	5,
	2,
	11,
	12,
	-1,
	0,
	1,
	-1,
	2,
	0,
	7,
	8,
	-1,
	-1,
	-1,
	11,
	0,
	-1,
	-1,
	-1,
	1,
	4,
	3,
	-1,
	3,
	0,
	11,
	8,
	0,
	-1,
	-1,
	-1,
	10,
	-1,
	9,
	12,
	-1,
	5,
	0,
	-1,
	-1,
	6,
	6,
	0,
	6,
	11,
	3,
	3,
	6,
	2,
	-1,
	12,
	-1,
	8,
	2,
	-1,
	1,
	7,
	7,
	14,
	-1,
	-1,
	-1,
	-1,
	-1,
	6,
	-1,
	-1,
	1,
	1,
	8,
	-1,
	3,
	14,
	10,
	3,
	5,
	-1,
	0,
	-1,
	3,
	16,
	5,
	-1,
	0,
	-1,
	12,
	2,
	5,
	2,
	0,
	0,
	3,
	-1,
	0,
	0,
	11,
	-1,
	-1,
	-1,
	-1,
	8,
	0,
	1,
	9,
	1,
	0,
	0,
	9,
	1,
	-1,
	0,
	0,
	5,
	10,
	7,
	-1,
	-1,
	18,
	13,
	0,
	5,
	0,
	1,
	9,
	1,
	-1,
	7,
	7,
	-1,
	8,
	0,
	15,
	1,
	3,
	1,
	-1,
	0,
	0,
	4,
	3,
	1,
	6,
	-1,
	5,
	0,
	-1,
	4,
	3,
	0,
	10,
	-1,
	-1,
	6,
	0,
	-1,
	0,
	6,
	2,
	9,
	-1,
	13,
	3,
	0,
	2,
	3,
	11,
	0,
	-1,
	0,
	-1,
	0,
	-1,
	14,
	-1,
	0,
	0,
	0,
	0,
	-1,
	3,
	0,
	7,
	3,
	1,
	0,
	7,
	7,
	0,
	6,
	0,
	-1,
	0,
	11,
	-1,
	0,
	3,
	0,
	6,
	2,
	3,
	-1,
	0,
	0,
	-1,
	7,
	0,
	0,
	14,
	1,
	7,
	1,
	8,
	-1,
	15,
	0,
	3,
	-1,
	1,
	2,
	0,
	11,
	1,
	14,
	0,
	0,
	-1,
	2,
	3,
	2,
	3,
	-1,
	1,
	3,
	0,
	0,
	-1,
	1,
	5,
	1,
	2,
	1,
	0,
	5,
	-1,
	3,
	-1,
	-1,
	0,
	7,
	2,
	14,
	6,
	10,
	7,
	0,
	0,
	7,
	3,
	-1,
	5,
	0,
	3,
	0,
	7,
	16,
	7,
	0,
	7,
	2,
	-1,
	-1,
	5,
	4,
	-1,
	6,
	0,
	-1,
	6,
	-1,
	5,
	4,
	-1,
	0,
	0,
	-1,
	1,
	7,
	11,
	0,
	0,
	3,
	-1,
	0,
	3,
	1,
	2,
	12,
	2,
	0,
	0,
	0,
	-1,
	0,
	-1,
	6,
	14,
	0,
	8,
	0,
	17,
	0,
	-1,
	-1,
	0,
	10,
	11,
	14,
	0,
	14,
	3,
	-1,
	0,
	5,
	11,
	-1,
	9,
	0,
	0,
	-1,
	2,
	-1,
	14,
	0,
	-1,
	-1,
	-1,
	1,
	1,
	4,
	0,
	3,
	0,
	-1,
	14,
	7,
	-1,
	0,
	-1,
	-1,
	3,
	18,
	7,
	2,
	4,
	0,
	1,
	6,
	-1,
	0,
	0,
	6,
	0,
	-1,
	1,
	5,
	5,
	0,
	-1,
	0,
	16,
	3,
	12,
	-1,
	2,
	-1,
	3,
	-1,
	-1,
	-1,
	5,
	-1,
	-1,
	5,
	-1,
	0,
	0,
	1,
	5,
	-1,
	3,
	-1,
	-1,
	2,
	-1,
	3,
	5,
	9,
	0,
	-1,
	3,
	0,
	8,
	4,
	6,
	5,
	-1,
	12,
	1,
	-1,
	5,
	0,
	0,
	1,
	1,
	0,
	0,
	-1,
	14,
	4,
	2,
	0,
	1,
	4,
	8,
	-1,
	-1,
	0,
	5,
	7,
	-1,
	-1,
	-1,
	7,
	0,
	1,
	6,
	3,
	6,
	7,
	3,
	1,
	11,
	16,
	2,
	1,
	0,
	-1,
	5,
	-1,
	3,
	-1,
	-1,
	1,
	1,
	0,
	8,
	0,
	0,
	-1,
	-1,
	-1,
	0,
	-1,
	2,
	5,
	0,
	6,
	10,
	2,
	6,
	-1,
	4,
	-1,
	8,
	-1,
	-1,
	-1,
	3,
	6,
	-1,
	-1,
	2,
	0,
	5,
	-1,
	0,
	0,
	-1,
	3,
	0,
	-1,
	3,
	-1,
	3,
	-1,
	0,
	-1,
	0,
	2,
	-1,
	0,
	6,
	8,
	-1,
	-1,
	17,
	3,
	-1,
	-1,
	11,
	2,
	-1
	],
	"topic_sizes": {
	"12": 42,
	"2": 119,
	"15": 14,
	"4": 96,
	"-1": 597,
	"0": 448,
	"3": 113,
	"6": 83,
	"10": 45,
	"1": 168,
	"9": 47,
	"5": 96,
	"13": 23,
	"8": 51,
	"7": 68,
	"11": 42,
	"18": 11,
	"16": 14,
	"17": 12,
	"14": 20
	},
	"topic_mapper": [
	[
	-1,
	-1,
	-1,
	-1
	],
	[
	0,
	0,
	13,
	17
	],
	[
	1,
	1,
	18,
	3
	],
	[
	2,
	2,
	12,
	10
	],
	[
	3,
	3,
	15,
	5
	],
	[
	4,
	4,
	14,
	8
	],
	[
	5,
	5,
	14,
	8
	],
	[
	6,
	6,
	17,
	13
	],
	[
	7,
	7,
	11,
	14
	],
	[
	8,
	8,
	0,
	0
	],
	[
	9,
	9,
	5,
	4
	],
	[
	10,
	10,
	5,
	4
	],
	[
	11,
	11,
	5,
	4
	],
	[
	12,
	12,
	6,
	7
	],
	[
	13,
	13,
	9,
	15
	],
	[
	14,
	14,
	16,
	6
	],
	[
	15,
	15,
	2,
	11
	],
	[
	16,
	16,
	8,
	16
	],
	[
	17,
	17,
	2,
	11
	],
	[
	18,
	18,
	1,
	1
	],
	[
	19,
	19,
	1,
	1
	],
	[
	20,
	20,
	1,
	1
	],
	[
	21,
	21,
	6,
	7
	],
	[
	22,
	22,
	6,
	7
	],
	[
	23,
	23,
	1,
	1
	],
	[
	24,
	24,
	10,
	18
	],
	[
	25,
	25,
	4,
	9
	],
	[
	26,
	26,
	3,
	2
	],
	[
	27,
	27,
	3,
	2
	],
	[
	28,
	28,
	7,
	12
	],
	[
	29,
	29,
	3,
	2
	],
	[
	30,
	30,
	7,
	12
	],
	[
	31,
	31,
	0,
	0
	],
	[
	32,
	32,
	0,
	0
	],
	[
	33,
	33,
	0,
	0
	],
	[
	34,
	34,
	0,
	0
	],
	[
	35,
	35,
	4,
	9
	],
	[
	36,
	36,
	0,
	0
	]
	],
	"topic_labels": {
	"-1": "-1_models_language_model_language models",
	"0": "0_models_language_model_data",
	"1": "1_reasoning_models_language_knowledge",
	"2": "2_quantization_memory_training_models",
	"3": "3_attacks_attack_adversarial_safety",
	"4": "4_dialogue_dialog_taskoriented_systems",
	"5": "5_code_code generation_generation_models",
	"6": "6_medical_clinical_models_llms",
	"7": "7_llms_planning_language_models",
	"8": "8_detection_text_data_generated",
	"9": "9_brain_language_models_language models",
	"10": "10_bias_biases_gender_models",
	"11": "11_recommendation_ranking_reranking_retrieval",
	"12": "12_transformer_context_attention_length",
	"13": "13_music_poetry_poems_generation",
	"14": "14_hallucinations_hallucination_models_large",
	"15": "15_claim_legal_claims_generation",
	"16": "16_circuit_heads_interpretability_attention heads",
	"17": "17_financial_analysis_chinese_financial domain",
	"18": "18_summarization_summaries_abstractive_abstractive summarization"
	},
	"custom_labels": null,
	"_outliers": 1,
	"topic_aspects": {
	"KeyBERT": {
	"-1": [
	[
	"large language models llms",
	0.6526118516921997
	],
	[
	"large language models",
	0.6513789296150208
	],
	[
	"pretrained language models",
	0.5973346829414368
	],
	[
	"language models llms",
	0.5903579592704773
	],
	[
	"language models",
	0.560150146484375
	],
	[
	"language model",
	0.5101884603500366
	],
	[
	"large language",
	0.49931493401527405
	],
	[
	"natural language",
	0.4591929018497467
	],
	[
	"pretrained language",
	0.442245751619339
	],
	[
	"attention",
	0.37796497344970703
	]
	],
	"0": [
	[
	"captioning",
	0.4893646240234375
	],
	[
	"large language models",
	0.4585796594619751
	],
	[
	"multimodal",
	0.42697757482528687
	],
	[
	"text generation",
	0.4094142019748688
	],
	[
	"large language models llms",
	0.3990013301372528
	],
	[
	"language models",
	0.3826916217803955
	],
	[
	"visual",
	0.36014696955680847
	],
	[
	"language models llms",
	0.33849698305130005
	],
	[
	"visionlanguage",
	0.33415743708610535
	],
	[
	"language model",
	0.3303873538970947
	]
	],
	"1": [
	[
	"reasoning capabilities",
	0.6128052473068237
	],
	[
	"large language models llms",
	0.541711688041687
	],
	[
	"large language models",
	0.5213821530342102
	],
	[
	"language models llms",
	0.5194968581199646
	],
	[
	"language models",
	0.48761439323425293
	],
	[
	"question answering",
	0.4859941899776459
	],
	[
	"language model",
	0.4508228600025177
	],
	[
	"knowledge graphs",
	0.43867921829223633
	],
	[
	"knowledge graph",
	0.4197131395339966
	],
	[
	"reasoning",
	0.3927409052848816
	]
	],
	"2": [
	[
	"large language models llms",
	0.5270546674728394
	],
	[
	"quantization",
	0.5053204894065857
	],
	[
	"large language models",
	0.4945926070213318
	],
	[
	"language models llms",
	0.4307020902633667
	],
	[
	"quantized",
	0.39400309324264526
	],
	[
	"deep learning",
	0.38076016306877136
	],
	[
	"large language",
	0.3778824210166931
	],
	[
	"memory",
	0.36783164739608765
	],
	[
	"language models",
	0.3492731750011444
	],
	[
	"compression",
	0.2994481325149536
	]
	],
	"3": [
	[
	"adversarial",
	0.5291185975074768
	],
	[
	"adversarial examples",
	0.5205152034759521
	],
	[
	"large language models llms",
	0.47771960496902466
	],
	[
	"language models llms",
	0.4629676640033722
	],
	[
	"large language models",
	0.432392418384552
	],
	[
	"language models",
	0.40407681465148926
	],
	[
	"attacks",
	0.3968682289123535
	],
	[
	"vulnerabilities",
	0.3843284249305725
	],
	[
	"malicious",
	0.3840175271034241
	],
	[
	"vulnerable",
	0.36464923620224
	]
	],
	"4": [
	[
	"dialogue generation",
	0.7175474762916565
	],
	[
	"taskoriented dialogue systems",
	0.6361658573150635
	],
	[
	"dialogue systems",
	0.6286819577217102
	],
	[
	"dialog systems",
	0.5858216881752014
	],
	[
	"pretrained language models",
	0.5565614700317383
	],
	[
	"dialogues",
	0.5522557497024536
	],
	[
	"dialogue",
	0.5490905046463013
	],
	[
	"taskoriented dialogue",
	0.5327345728874207
	],
	[
	"response generation",
	0.524257242679596
	],
	[
	"dialog",
	0.5042203664779663
	]
	],
	"5": [
	[
	"code generation models",
	0.7115026116371155
	],
	[
	"code generation",
	0.6729440689086914
	],
	[
	"generated code",
	0.5404019355773926
	],
	[
	"codegen",
	0.5261441469192505
	],
	[
	"code completion",
	0.5002985000610352
	],
	[
	"programming languages",
	0.44828444719314575
	],
	[
	"source code",
	0.43157270550727844
	],
	[
	"large language models",
	0.4245772361755371
	],
	[
	"coding",
	0.41645026206970215
	],
	[
	"software engineering",
	0.411998450756073
	]
	],
	"6": [
	[
	"large language models",
	0.5685400366783142
	],
	[
	"large language models llms",
	0.5553041696548462
	],
	[
	"language models",
	0.5035767555236816
	],
	[
	"language models llms",
	0.5030669569969177
	],
	[
	"language model",
	0.44002842903137207
	],
	[
	"large language",
	0.41977164149284363
	],
	[
	"entity recognition",
	0.41849327087402344
	],
	[
	"clinical notes",
	0.4048287272453308
	],
	[
	"natural language",
	0.40179309248924255
	],
	[
	"named entity recognition",
	0.3925285339355469
	]
	],
	"7": [
	[
	"large language models llms",
	0.5579187870025635
	],
	[
	"language models llms",
	0.5363515615463257
	],
	[
	"large language models",
	0.5277856588363647
	],
	[
	"reinforcement learning human feedback",
	0.5098234415054321
	],
	[
	"learning human feedback",
	0.5027517080307007
	],
	[
	"language models",
	0.49445265531539917
	],
	[
	"reinforcement learning human feedback rlhf",
	0.4757581055164337
	],
	[
	"reinforcement learning human",
	0.4742890000343323
	],
	[
	"language model",
	0.46026167273521423
	],
	[
	"task planning",
	0.43254539370536804
	]
	],
	"8": [
	[
	"large language models",
	0.5149983167648315
	],
	[
	"large language models llms",
	0.4916255474090576
	],
	[
	"language models",
	0.44694215059280396
	],
	[
	"machinegenerated text",
	0.4397479295730591
	],
	[
	"language models llms",
	0.43696534633636475
	],
	[
	"text generation",
	0.3870774805545807
	],
	[
	"large language",
	0.35775914788246155
	],
	[
	"texts",
	0.3473284840583801
	],
	[
	"tweets",
	0.34436357021331787
	],
	[
	"textual",
	0.3429632782936096
	]
	],
	"9": [
	[
	"neural language models",
	0.5852376222610474
	],
	[
	"neural language",
	0.5642400979995728
	],
	[
	"neural",
	0.4695380628108978
	],
	[
	"transformer language models",
	0.454428106546402
	],
	[
	"language models",
	0.45319443941116333
	],
	[
	"fmri",
	0.45211219787597656
	],
	[
	"brain",
	0.41785022616386414
	],
	[
	"linguistic",
	0.38781940937042236
	],
	[
	"psycholinguistic",
	0.38189995288848877
	],
	[
	"speech",
	0.3657718002796173
	]
	],
	"10": [
	[
	"biases large language",
	0.6389867663383484
	],
	[
	"gender bias",
	0.574124813079834
	],
	[
	"bias",
	0.526979923248291
	],
	[
	"biases",
	0.5119110345840454
	],
	[
	"social biases",
	0.5042998790740967
	],
	[
	"social bias",
	0.4798496663570404
	],
	[
	"large language models",
	0.45496901869773865
	],
	[
	"biases large",
	0.43919259309768677
	],
	[
	"pretrained language models",
	0.4346691370010376
	],
	[
	"language models",
	0.42418938875198364
	]
	],
	"11": [
	[
	"large language models",
	0.5537906885147095
	],
	[
	"large language models llms",
	0.5483769774436951
	],
	[
	"large language model",
	0.5135449767112732
	],
	[
	"language models llms",
	0.4998374879360199
	],
	[
	"language models",
	0.4869355857372284
	],
	[
	"recommender",
	0.4278438091278076
	],
	[
	"language model",
	0.41789180040359497
	],
	[
	"text ranking",
	0.38828757405281067
	],
	[
	"large language",
	0.3615235388278961
	],
	[
	"recommendation",
	0.35832351446151733
	]
	],
	"12": [
	[
	"transformerbased language models",
	0.4806569814682007
	],
	[
	"context length",
	0.4735155403614044
	],
	[
	"transformer language models",
	0.46162912249565125
	],
	[
	"context lengths",
	0.4605007767677307
	],
	[
	"language models",
	0.4362318515777588
	],
	[
	"language modeling",
	0.4242076277732849
	],
	[
	"attention",
	0.42377182841300964
	],
	[
	"positional embedding",
	0.41248181462287903
	],
	[
	"position encoding",
	0.39148879051208496
	],
	[
	"extending context",
	0.37973809242248535
	]
	],
	"13": [
	[
	"text generation",
	0.46141317486763
	],
	[
	"music",
	0.4411095678806305
	],
	[
	"captions",
	0.4200814962387085
	],
	[
	"multimodal",
	0.4025782346725464
	],
	[
	"text descriptions",
	0.3879236578941345
	],
	[
	"audio",
	0.37647151947021484
	],
	[
	"language model",
	0.35745906829833984
	],
	[
	"natural language",
	0.33433741331100464
	],
	[
	"composer",
	0.33037763833999634
	],
	[
	"descriptions",
	0.3196201026439667
	]
	],
	"14": [
	[
	"reducing hallucinations",
	0.560796856880188
	],
	[
	"reduce hallucinations",
	0.5462338924407959
	],
	[
	"hallucinations",
	0.5300686359405518
	],
	[
	"hallucination",
	0.5134698152542114
	],
	[
	"large vision language models",
	0.5079086422920227
	],
	[
	"vision language models",
	0.48895156383514404
	],
	[
	"hallucinatory",
	0.46533071994781494
	],
	[
	"large visionlanguage models",
	0.45757341384887695
	],
	[
	"large vision language",
	0.45419853925704956
	],
	[
	"large language models",
	0.434594988822937
	]
	],
	"15": [
	[
	"large language models",
	0.46668803691864014
	],
	[
	"legal documents",
	0.4181734323501587
	],
	[
	"language models",
	0.4097994565963745
	],
	[
	"nlp",
	0.3503189980983734
	],
	[
	"documents",
	0.3483527898788452
	],
	[
	"text generation",
	0.333373099565506
	],
	[
	"large language",
	0.321389764547348
	],
	[
	"law",
	0.3125080466270447
	],
	[
	"embeddings",
	0.3095000386238098
	],
	[
	"court",
	0.3085082173347473
	]
	],
	"16": [
	[
	"mechanistic interpretability",
	0.5422126054763794
	],
	[
	"language models",
	0.46631959080696106
	],
	[
	"interpretability",
	0.4437357783317566
	],
	[
	"automated circuit discovery",
	0.4278638958930969
	],
	[
	"attention",
	0.42538177967071533
	],
	[
	"deep learning models",
	0.4191758334636688
	],
	[
	"language model",
	0.41840851306915283
	],
	[
	"interpretable",
	0.41669175028800964
	],
	[
	"attention heads",
	0.4108242392539978
	],
	[
	"neural",
	0.39641571044921875
	]
	],
	"17": [
	[
	"financial sentiment analysis",
	0.5679050087928772
	],
	[
	"large language models",
	0.4882414638996124
	],
	[
	"large language models llms",
	0.47711777687072754
	],
	[
	"model corpus",
	0.475786030292511
	],
	[
	"financial sentiment",
	0.4724394977092743
	],
	[
	"large language model",
	0.46473807096481323
	],
	[
	"financial domain",
	0.4353594481945038
	],
	[
	"language models",
	0.4204990863800049
	],
	[
	"language models llms",
	0.4199722409248352
	],
	[
	"corpus",
	0.39811861515045166
	]
	],
	"18": [
	[
	"summarization datasets",
	0.6248131990432739
	],
	[
	"summarization systems",
	0.6058149337768555
	],
	[
	"summarization tasks",
	0.5879977941513062
	],
	[
	"generated summaries",
	0.5813478827476501
	],
	[
	"dialogue summarization",
	0.5596036911010742
	],
	[
	"text summarization",
	0.5594234466552734
	],
	[
	"large language models",
	0.5555477142333984
	],
	[
	"crosslingual summarization",
	0.5480219125747681
	],
	[
	"abstractive summarization",
	0.52366042137146
	],
	[
	"summarization",
	0.5164880752563477
	]
	]
	},
	"MMR": {
	"-1": [
	[
	"models",
	0.024425767173550786
	],
	[
	"language",
	0.02241991530055873
	],
	[
	"model",
	0.019806221840875056
	],
	[
	"language models",
	0.017239841360011186
	],
	[
	"llms",
	0.014458694180093197
	],
	[
	"tasks",
	0.014287531734190301
	],
	[
	"large",
	0.01400985230205217
	],
	[
	"performance",
	0.012700932010615397
	],
	[
	"data",
	0.012518549507011423
	],
	[
	"large language",
	0.011450959164003084
	]
	],
	"0": [
	[
	"models",
	0.02356500174663158
	],
	[
	"language",
	0.023477647717904115
	],
	[
	"model",
	0.0200569221162746
	],
	[
	"data",
	0.016096898590679625
	],
	[
	"text",
	0.015545862494476103
	],
	[
	"tasks",
	0.01542775974501653
	],
	[
	"large",
	0.014575343690402783
	],
	[
	"visual",
	0.014343062428055322
	],
	[
	"generation",
	0.014061562204181614
	],
	[
	"language models",
	0.01380588286289114
	]
	],
	"1": [
	[
	"reasoning",
	0.0427138568860436
	],
	[
	"models",
	0.025157483831298764
	],
	[
	"language",
	0.0228693076572901
	],
	[
	"knowledge",
	0.021330515571514694
	],
	[
	"language models",
	0.01969984968065545
	],
	[
	"question",
	0.018923446845324845
	],
	[
	"llms",
	0.018390344280509344
	],
	[
	"questions",
	0.01810104385006594
	],
	[
	"model",
	0.01458673199119728
	],
	[
	"large",
	0.014285961793648364
	]
	],
	"2": [
	[
	"quantization",
	0.047718199027601535
	],
	[
	"memory",
	0.024453083406118292
	],
	[
	"training",
	0.02442185786773442
	],
	[
	"models",
	0.02263542895799023
	],
	[
	"inference",
	0.01939046872640775
	],
	[
	"large",
	0.019205722047356127
	],
	[
	"finetuning",
	0.018744560831794703
	],
	[
	"model",
	0.01868089130296508
	],
	[
	"weights",
	0.017839666523599074
	],
	[
	"pruning",
	0.017830261047996874
	]
	],
	"3": [
	[
	"attacks",
	0.033708868338685444
	],
	[
	"attack",
	0.028857809900635124
	],
	[
	"adversarial",
	0.026575977018620488
	],
	[
	"safety",
	0.02548677267513805
	],
	[
	"models",
	0.02517141144151034
	],
	[
	"llms",
	0.022854161827098544
	],
	[
	"privacy",
	0.018869807782166067
	],
	[
	"model",
	0.01803556481151888
	],
	[
	"language models",
	0.017996973996191854
	],
	[
	"language",
	0.01795791722672426
	]
	],
	"4": [
	[
	"dialogue",
	0.05009223738367285
	],
	[
	"dialog",
	0.024144372955435728
	],
	[
	"taskoriented",
	0.023976813609949278
	],
	[
	"systems",
	0.02353541576954319
	],
	[
	"responses",
	0.021635956352716014
	],
	[
	"model",
	0.019089563638932425
	],
	[
	"models",
	0.01796940131935936
	],
	[
	"generation",
	0.016484259496857105
	],
	[
	"response",
	0.01597499650234999
	],
	[
	"conversational",
	0.01588329372824543
	]
	],
	"5": [
	[
	"code",
	0.07622662458210326
	],
	[
	"code generation",
	0.03308941521784645
	],
	[
	"generation",
	0.02718949996713184
	],
	[
	"models",
	0.02477830894742414
	],
	[
	"llms",
	0.024057506862122695
	],
	[
	"programming",
	0.01887927042019703
	],
	[
	"language",
	0.018165598848413303
	],
	[
	"python",
	0.016510215053749652
	],
	[
	"software",
	0.016312063809489886
	],
	[
	"model",
	0.014757142127921325
	]
	],
	"6": [
	[
	"medical",
	0.048056959115650194
	],
	[
	"clinical",
	0.03473890865381114
	],
	[
	"models",
	0.022900123138232992
	],
	[
	"llms",
	0.02228624199854072
	],
	[
	"language",
	0.01915150136451626
	],
	[
	"model",
	0.018406015019896364
	],
	[
	"biomedical",
	0.015929387368106503
	],
	[
	"large",
	0.01578985272390733
	],
	[
	"notes",
	0.015698874717256273
	],
	[
	"large language",
	0.014756411463091746
	]
	],
	"7": [
	[
	"llms",
	0.02409850900709545
	],
	[
	"planning",
	0.022495764106495078
	],
	[
	"language",
	0.021997913374248904
	],
	[
	"models",
	0.02144415563213895
	],
	[
	"tasks",
	0.020914548750480252
	],
	[
	"human",
	0.020867776199497593
	],
	[
	"agents",
	0.020145226662456894
	],
	[
	"language models",
	0.017858202328010348
	],
	[
	"model",
	0.017344723073162517
	],
	[
	"large language",
	0.01597778935315249
	]
	],
	"8": [
	[
	"detection",
	0.046944347190143974
	],
	[
	"text",
	0.04407034294361784
	],
	[
	"data",
	0.026834774164535478
	],
	[
	"generated",
	0.020187554548740577
	],
	[
	"models",
	0.019674692355740972
	],
	[
	"machinegenerated",
	0.019365324267242336
	],
	[
	"language",
	0.018781702396748697
	],
	[
	"hate",
	0.018628337164872177
	],
	[
	"texts",
	0.01789464566294187
	],
	[
	"using",
	0.016666442605185527
	]
	],
	"9": [
	[
	"brain",
	0.036223225756122156
	],
	[
	"language",
	0.03430705020225741
	],
	[
	"models",
	0.032571444445436575
	],
	[
	"language models",
	0.026368663240075592
	],
	[
	"word",
	0.02467437954832576
	],
	[
	"representations",
	0.02207236351587451
	],
	[
	"gpt2",
	0.02057642260620931
	],
	[
	"neural",
	0.01924087374054122
	],
	[
	"human",
	0.01894550656917833
	],
	[
	"reading",
	0.0174068732370087
	]
	],
	"10": [
	[
	"bias",
	0.08648308127810621
	],
	[
	"biases",
	0.07027973562701618
	],
	[
	"gender",
	0.046609388149733776
	],
	[
	"models",
	0.03302891192778943
	],
	[
	"language",
	0.028825442593697723
	],
	[
	"gender bias",
	0.027298852188722827
	],
	[
	"language models",
	0.02600628687391081
	],
	[
	"social",
	0.023744198346135295
	],
	[
	"moral",
	0.015760063717067976
	],
	[
	"large",
	0.01552047955584067
	]
	],
	"11": [
	[
	"recommendation",
	0.06194427080717003
	],
	[
	"ranking",
	0.038410034071938035
	],
	[
	"reranking",
	0.025978652588584606
	],
	[
	"retrieval",
	0.023865598845914913
	],
	[
	"item",
	0.02055213966026165
	],
	[
	"language",
	0.019889361465113067
	],
	[
	"llms",
	0.019443602010243914
	],
	[
	"user",
	0.018792122022392534
	],
	[
	"models",
	0.01874106255939899
	],
	[
	"recommender",
	0.01867506725019616
	]
	],
	"12": [
	[
	"transformer",
	0.04781793120328412
	],
	[
	"context",
	0.03626936146175593
	],
	[
	"attention",
	0.035442991859466574
	],
	[
	"length",
	0.03390939408949466
	],
	[
	"transformers",
	0.02850471789073552
	],
	[
	"context window",
	0.025908928569203644
	],
	[
	"training",
	0.025607428706139617
	],
	[
	"window",
	0.025506706264648366
	],
	[
	"models",
	0.022850330091103484
	],
	[
	"language",
	0.020689733654964106
	]
	],
	"13": [
	[
	"music",
	0.12204246641235567
	],
	[
	"poetry",
	0.05963430685840063
	],
	[
	"poems",
	0.04165617964794145
	],
	[
	"generation",
	0.04036674236261321
	],
	[
	"audio",
	0.03390068511454324
	],
	[
	"model",
	0.029790085253288353
	],
	[
	"gpt2",
	0.02502355499697478
	],
	[
	"song",
	0.01827501785476301
	],
	[
	"text",
	0.01765443374838722
	],
	[
	"creative",
	0.01654650320283481
	]
	],
	"14": [
	[
	"hallucinations",
	0.10545195540672403
	],
	[
	"hallucination",
	0.06697214236232293
	],
	[
	"models",
	0.027041805846028943
	],
	[
	"large",
	0.02615224536779269
	],
	[
	"legal",
	0.02301795189039532
	],
	[
	"language models",
	0.022363816112977736
	],
	[
	"large language",
	0.02138551496134305
	],
	[
	"language",
	0.02127886028774902
	],
	[
	"large language models",
	0.020985384256987257
	],
	[
	"visual",
	0.020931513795364485
	]
	],
	"15": [
	[
	"claim",
	0.07637869487273592
	],
	[
	"legal",
	0.07399233490449024
	],
	[
	"claims",
	0.037695311911693646
	],
	[
	"generation",
	0.030705254596773694
	],
	[
	"based",
	0.03064525276737301
	],
	[
	"gpt2",
	0.028157319722397284
	],
	[
	"models",
	0.025683039534276687
	],
	[
	"court",
	0.024407994923676353
	],
	[
	"text",
	0.0233654287693821
	],
	[
	"model",
	0.021788503705337556
	]
	],
	"16": [
	[
	"circuit",
	0.07169341992575869
	],
	[
	"heads",
	0.0618806677214795
	],
	[
	"interpretability",
	0.04568761050962531
	],
	[
	"attention heads",
	0.036751687482048906
	],
	[
	"mechanistic",
	0.034822236022474
	],
	[
	"mechanistic interpretability",
	0.03345870268627909
	],
	[
	"neurons",
	0.03339944245860791
	],
	[
	"behavior",
	0.03176237127972977
	],
	[
	"causal",
	0.029805731696016993
	],
	[
	"models",
	0.028206285523609133
	]
	],
	"17": [
	[
	"financial",
	0.1563419614681614
	],
	[
	"analysis",
	0.035314881341460456
	],
	[
	"chinese",
	0.029814868698667896
	],
	[
	"financial domain",
	0.02849234657231975
	],
	[
	"news",
	0.023042518514924632
	],
	[
	"investment",
	0.022082879774098115
	],
	[
	"model",
	0.02092917526760425
	],
	[
	"language",
	0.020770280808292567
	],
	[
	"industry",
	0.020341453123253177
	],
	[
	"llms",
	0.0203253713109675
	]
	],
	"18": [
	[
	"summarization",
	0.10336038861730677
	],
	[
	"summaries",
	0.050741187908542616
	],
	[
	"abstractive",
	0.043843884990775135
	],
	[
	"abstractive summarization",
	0.040996457591909445
	],
	[
	"summary",
	0.03589965554181042
	],
	[
	"cls",
	0.0353502474531008
	],
	[
	"background",
	0.028450398479123156
	],
	[
	"datasets",
	0.02575619780275858
	],
	[
	"text summarization",
	0.025443971371542244
	],
	[
	"llms",
	0.0252229010014704
	]
	]
	},
	"POS": {
	"-1": [
	[
	"models",
	0.024425767173550786
	],
	[
	"language",
	0.02241991530055873
	],
	[
	"model",
	0.019806221840875056
	],
	[
	"tasks",
	0.014287531734190301
	],
	[
	"large",
	0.01400985230205217
	],
	[
	"performance",
	0.012700932010615397
	],
	[
	"data",
	0.012518549507011423
	],
	[
	"large language",
	0.011450959164003084
	],
	[
	"training",
	0.011431904396544039
	],
	[
	"learning",
	0.01079385025128111
	]
	],
	"0": [
	[
	"models",
	0.02356500174663158
	],
	[
	"language",
	0.023477647717904115
	],
	[
	"model",
	0.0200569221162746
	],
	[
	"data",
	0.016096898590679625
	],
	[
	"text",
	0.015545862494476103
	],
	[
	"tasks",
	0.01542775974501653
	],
	[
	"large",
	0.014575343690402783
	],
	[
	"visual",
	0.014343062428055322
	],
	[
	"generation",
	0.014061562204181614
	],
	[
	"performance",
	0.013787465098771833
	]
	],
	"1": [
	[
	"reasoning",
	0.0427138568860436
	],
	[
	"models",
	0.025157483831298764
	],
	[
	"language",
	0.0228693076572901
	],
	[
	"knowledge",
	0.021330515571514694
	],
	[
	"question",
	0.018923446845324845
	],
	[
	"questions",
	0.01810104385006594
	],
	[
	"model",
	0.01458673199119728
	],
	[
	"large",
	0.014285961793648364
	],
	[
	"tasks",
	0.013653568801835015
	],
	[
	"large language",
	0.013232640434430228
	]
	],
	"2": [
	[
	"quantization",
	0.047718199027601535
	],
	[
	"memory",
	0.024453083406118292
	],
	[
	"training",
	0.02442185786773442
	],
	[
	"models",
	0.02263542895799023
	],
	[
	"inference",
	0.01939046872640775
	],
	[
	"large",
	0.019205722047356127
	],
	[
	"finetuning",
	0.018744560831794703
	],
	[
	"model",
	0.01868089130296508
	],
	[
	"weights",
	0.017839666523599074
	],
	[
	"pruning",
	0.017830261047996874
	]
	],
	"3": [
	[
	"attacks",
	0.033708868338685444
	],
	[
	"attack",
	0.028857809900635124
	],
	[
	"adversarial",
	0.026575977018620488
	],
	[
	"safety",
	0.02548677267513805
	],
	[
	"models",
	0.02517141144151034
	],
	[
	"privacy",
	0.018869807782166067
	],
	[
	"model",
	0.01803556481151888
	],
	[
	"language",
	0.01795791722672426
	],
	[
	"security",
	0.017537653319061753
	],
	[
	"large",
	0.017372659883195276
	]
	],
	"4": [
	[
	"dialogue",
	0.05009223738367285
	],
	[
	"dialog",
	0.024144372955435728
	],
	[
	"systems",
	0.02353541576954319
	],
	[
	"responses",
	0.021635956352716014
	],
	[
	"model",
	0.019089563638932425
	],
	[
	"models",
	0.01796940131935936
	],
	[
	"generation",
	0.016484259496857105
	],
	[
	"response",
	0.01597499650234999
	],
	[
	"conversational",
	0.01588329372824543
	],
	[
	"conversations",
	0.0152968414475778
	]
	],
	"5": [
	[
	"code",
	0.07622662458210326
	],
	[
	"generation",
	0.02718949996713184
	],
	[
	"models",
	0.02477830894742414
	],
	[
	"programming",
	0.01887927042019703
	],
	[
	"language",
	0.018165598848413303
	],
	[
	"python",
	0.016510215053749652
	],
	[
	"software",
	0.016312063809489886
	],
	[
	"model",
	0.014757142127921325
	],
	[
	"large",
	0.014634673394088145
	],
	[
	"large language",
	0.014479411371316362
	]
	],
	"6": [
	[
	"medical",
	0.048056959115650194
	],
	[
	"clinical",
	0.03473890865381114
	],
	[
	"models",
	0.022900123138232992
	],
	[
	"language",
	0.01915150136451626
	],
	[
	"model",
	0.018406015019896364
	],
	[
	"biomedical",
	0.015929387368106503
	],
	[
	"large",
	0.01578985272390733
	],
	[
	"notes",
	0.015698874717256273
	],
	[
	"large language",
	0.014756411463091746
	],
	[
	"health",
	0.014423647267263903
	]
	],
	"7": [
	[
	"planning",
	0.022495764106495078
	],
	[
	"language",
	0.021997913374248904
	],
	[
	"models",
	0.02144415563213895
	],
	[
	"tasks",
	0.020914548750480252
	],
	[
	"human",
	0.020867776199497593
	],
	[
	"agents",
	0.020145226662456894
	],
	[
	"model",
	0.017344723073162517
	],
	[
	"large language",
	0.01597778935315249
	],
	[
	"large",
	0.0158216471093939
	],
	[
	"reasoning",
	0.01551682420213073
	]
	],
	"8": [
	[
	"detection",
	0.046944347190143974
	],
	[
	"text",
	0.04407034294361784
	],
	[
	"data",
	0.026834774164535478
	],
	[
	"models",
	0.019674692355740972
	],
	[
	"language",
	0.018781702396748697
	],
	[
	"hate",
	0.018628337164872177
	],
	[
	"texts",
	0.01789464566294187
	],
	[
	"social",
	0.015335696743746411
	],
	[
	"model",
	0.013720903441913616
	],
	[
	"news",
	0.012782325456989709
	]
	],
	"9": [
	[
	"brain",
	0.036223225756122156
	],
	[
	"language",
	0.03430705020225741
	],
	[
	"models",
	0.032571444445436575
	],
	[
	"word",
	0.02467437954832576
	],
	[
	"representations",
	0.02207236351587451
	],
	[
	"neural",
	0.01924087374054122
	],
	[
	"human",
	0.01894550656917833
	],
	[
	"reading",
	0.0174068732370087
	],
	[
	"attention",
	0.01702450798505633
	],
	[
	"processing",
	0.016101507750817333
	]
	],
	"10": [
	[
	"bias",
	0.08648308127810621
	],
	[
	"biases",
	0.07027973562701618
	],
	[
	"gender",
	0.046609388149733776
	],
	[
	"models",
	0.03302891192778943
	],
	[
	"language",
	0.028825442593697723
	],
	[
	"social",
	0.023744198346135295
	],
	[
	"moral",
	0.015760063717067976
	],
	[
	"large",
	0.01552047955584067
	],
	[
	"large language",
	0.014588028855287519
	],
	[
	"groups",
	0.01425961177364534
	]
	],
	"11": [
	[
	"recommendation",
	0.06194427080717003
	],
	[
	"ranking",
	0.038410034071938035
	],
	[
	"reranking",
	0.025978652588584606
	],
	[
	"retrieval",
	0.023865598845914913
	],
	[
	"item",
	0.02055213966026165
	],
	[
	"language",
	0.019889361465113067
	],
	[
	"user",
	0.018792122022392534
	],
	[
	"models",
	0.01874106255939899
	],
	[
	"recommender",
	0.01867506725019616
	],
	[
	"model",
	0.01731245920583361
	]
	],
	"12": [
	[
	"transformer",
	0.04781793120328412
	],
	[
	"context",
	0.03626936146175593
	],
	[
	"attention",
	0.035442991859466574
	],
	[
	"length",
	0.03390939408949466
	],
	[
	"transformers",
	0.02850471789073552
	],
	[
	"training",
	0.025607428706139617
	],
	[
	"window",
	0.025506706264648366
	],
	[
	"models",
	0.022850330091103484
	],
	[
	"language",
	0.020689733654964106
	],
	[
	"positional",
	0.020495555865328988
	]
	],
	"13": [
	[
	"music",
	0.12204246641235567
	],
	[
	"poetry",
	0.05963430685840063
	],
	[
	"poems",
	0.04165617964794145
	],
	[
	"generation",
	0.04036674236261321
	],
	[
	"audio",
	0.03390068511454324
	],
	[
	"model",
	0.029790085253288353
	],
	[
	"song",
	0.01827501785476301
	],
	[
	"text",
	0.01765443374838722
	],
	[
	"creative",
	0.01654650320283481
	],
	[
	"language",
	0.016046826879142207
	]
	],
	"14": [
	[
	"hallucinations",
	0.10545195540672403
	],
	[
	"hallucination",
	0.06697214236232293
	],
	[
	"models",
	0.027041805846028943
	],
	[
	"large",
	0.02615224536779269
	],
	[
	"legal",
	0.02301795189039532
	],
	[
	"large language",
	0.02138551496134305
	],
	[
	"language",
	0.02127886028774902
	],
	[
	"evaluation",
	0.016218895741332416
	],
	[
	"mitigation",
	0.015717305791585413
	],
	[
	"benchmark",
	0.01499057543931274
	]
	],
	"15": [
	[
	"claim",
	0.07637869487273592
	],
	[
	"legal",
	0.07399233490449024
	],
	[
	"claims",
	0.037695311911693646
	],
	[
	"generation",
	0.030705254596773694
	],
	[
	"models",
	0.025683039534276687
	],
	[
	"court",
	0.024407994923676353
	],
	[
	"text",
	0.0233654287693821
	],
	[
	"model",
	0.021788503705337556
	],
	[
	"documents",
	0.019240438769328617
	],
	[
	"language",
	0.018640590705111433
	]
	],
	"16": [
	[
	"circuit",
	0.07169341992575869
	],
	[
	"heads",
	0.0618806677214795
	],
	[
	"interpretability",
	0.04568761050962531
	],
	[
	"mechanistic",
	0.034822236022474
	],
	[
	"mechanistic interpretability",
	0.03345870268627909
	],
	[
	"neurons",
	0.03339944245860791
	],
	[
	"behavior",
	0.03176237127972977
	],
	[
	"causal",
	0.029805731696016993
	],
	[
	"models",
	0.028206285523609133
	],
	[
	"small",
	0.027736414883370687
	]
	],
	"17": [
	[
	"financial",
	0.1563419614681614
	],
	[
	"analysis",
	0.035314881341460456
	],
	[
	"financial domain",
	0.02849234657231975
	],
	[
	"news",
	0.023042518514924632
	],
	[
	"investment",
	0.022082879774098115
	],
	[
	"model",
	0.02092917526760425
	],
	[
	"language",
	0.020770280808292567
	],
	[
	"industry",
	0.020341453123253177
	],
	[
	"sentiment",
	0.02009394817356238
	],
	[
	"domain",
	0.018897309218472498
	]
	],
	"18": [
	[
	"summarization",
	0.10336038861730677
	],
	[
	"summaries",
	0.050741187908542616
	],
	[
	"abstractive",
	0.043843884990775135
	],
	[
	"abstractive summarization",
	0.040996457591909445
	],
	[
	"summary",
	0.03589965554181042
	],
	[
	"background",
	0.028450398479123156
	],
	[
	"datasets",
	0.02575619780275858
	],
	[
	"metrics",
	0.02436687997021737
	],
	[
	"evaluation",
	0.023117799690317905
	],
	[
	"models",
	0.023000833688779983
	]
	]
	}
	}
	}