Table-to-Text Generation

**Here is the provided data converted into a table format for clarity: COUNTRIES 1971-2010 2011 2012 2013 2014 2015 2016 2017 2018

Saudi Arabia 2742962 222247 358560 270502 312489 522750 462598 143363 100910 U.A.E 1595574 156353 182630 273234 350522 326986 295647 275436 208635 Oman 394436 53525 69407 47794 39793 47788 45085 42362 27202 Qatar 82043 5121 7320 8119 10042 12741 9706 11592 20993 Bahrain 94599 10641 10530 9600 9226 9029 8226 7919 5745 Kuwait 180755 173 5 229 132 164 770 773 493 South Korea 15343 12 7 12 46 13 17 9 13 Malaysia 23410 2092 1309 2031 20577 20216 10625 7174 9881 China 1717 180 220 155 254 355 482 457 854 Algeria 878 7 2 7 36 211 259 461 213 Angola 601 8 6 8 1 22 22 12 11 Azerbaijan 51 0 3 98 22 8 8 8 20 Brunei 998 79 74 67 48 85 85 212 225 Cameroon 48 15 0 0 3 2 0 1 4 Croatia 44 1 0 0 0 0 0 0 0 Cyprus 922 71 129 111 278 500 990 1729 1644 Gabon 299 2 4 1 8 0 0 2 0 Gen-Island 195 0 0 0 0 2 0 0 0 Germany 187 11 23 26 23 43 38 64 103 Greece 542 0 0 0 0 2 3 2 3 Guinea 144 15 12 13 6 10 11 6 11 Hong Kong 252 26 17 20 38 29 38 54 57 Iran 12586 14 3 26 5 65 37 100 20 Iraq 68135 0 32 951 1041 709 543 599 756 Italy 17763 2875 3361 2068 1563 431 242 141 86 Japan 380 48 62 44 69 82 102 153 258 Jordan 5341 178 279 345 328 321 282 285 170 Kenya 67 11 8 6 3 11 15 8 17 Lebanon 432 30 23 15 57 33 42 24 27 Libya 72112 490 1872 4543 2121 8 0 4 8 Morocco 44 0 0 0 2 0 0 1 5 Nigeria 2665 166 142 117 113 106 104 75 115

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 21–30 of 68 papers

Title	Date	Tasks	Status	Score
Arithmetic-Based Pretraining -- Improving Numeracy of Pretrained Language Models	May 13, 2022	Contrastive LearningReading Comprehension	CodeCode Available	5
Controlling Text Edition by Changing Answers of Specific Questions	May 23, 2021	Table-to-Text GenerationText Generation	CodeCode Available	5
Enhancing Content Planning for Table-to-Text Generation with Data Understanding and Verification	Nov 1, 2020	Table-to-Text GenerationText Generation	CodeCode Available	5
How Helpful is Inverse Reinforcement Learning for Table-to-Text Generation?	Aug 1, 2021	Domain AdaptationHallucination	CodeCode Available	5
Effective Distillation of Table-based Reasoning Ability from LLMs	Sep 22, 2023	Table-to-Text GenerationText Generation	CodeCode Available	5
Improving User Controlled Table-To-Text Generation Robustness	Feb 20, 2023	Table-to-Text GenerationText Generation	CodeCode Available	5
Order-Planning Neural Text Generation From Structured Data	Sep 1, 2017	DecoderQuestion Answering	CodeCode Available	5
Handling Divergent Reference Texts when Evaluating Table-to-Text Generation	Jun 3, 2019	Table-to-Text GenerationText Generation	CodeCode Available	5
PixT3: Pixel-based Table-To-Text Generation	Nov 16, 2023	Data-to-Text GenerationSelf-Supervised Learning	CodeCode Available	5
Adapting Knowledge for Few-shot Table-to-Text Generation	Feb 24, 2023	Table-to-Text GenerationText Generation	CodeCode Available	5

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All datasets DART WikiBio E2E WebNLG (All)WebNLG (Seen)WebNLG (Unseen)Wikipedia Person and Animal Dataset RotoWire

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	T5B Baseline	METEOR	0.41	—	Unverified
2	FactT5B	METEOR	0.41	—	Unverified
3	JointGT Baseline	METEOR	0.4	—	Unverified
4	FactJointGT	METEOR	0.4	—	Unverified
5	HTLM (fine-tuning)	METEOR	0.39	—	Unverified
6	GPT-2-Large (fine-tuning)	METEOR	0.39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Field-gating Seq2seq + dual attention	BLEU	44.89	—	Unverified
2	Field-gating Seq2seq + dual attention + beam search	BLEU	44.71	—	Unverified
3	MBD	BLEU	41.56	—	Unverified
4	Table NLM	BLEU	34.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HTLM (fine-tuning)	BLEU	70.3	—	Unverified
2	GPT-2-Large (fine-tuning)	BLEU	68.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HTLM (fine-tuning)	BLEU	55.6	—	Unverified
2	GPT-2-Large (fine-tuning)	BLEU	55.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HTLM (fine-tuning)	BLEU	65.4	—	Unverified
2	GPT-2-Large (fine-tuning)	BLEU	65.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HTLM (fine-tuning)	BLEU	48.4	—	Unverified
2	GPT-2-Large (fine-tuning)	BLEU	43.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VTM	BLEU	25.22	—	Unverified
2	KB-to-Language Generation Model	BLEU	23.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HierarchicalEncoder + NR + IR	Content Ordering	25.3	—	Unverified