SOTAVerified

Text Generation

Text Generation is the task of generating text with the goal of appearing indistinguishable to human-written text. This task is more formally known as "natural language generation" in the literature.

Text generation can be addressed with Markov processes or deep generative models like LSTMs. Recently, some of the most advanced methods for text generation include BART, GPT and other GAN-based approaches. Text generation systems are evaluated either through human ratings or automatic evaluation metrics like METEOR, ROUGE, and BLEU.

Further readings:

( Image credit: Adversarial Ranking for Language Generation )

Papers

Showing 50515100 of 5335 papers

TitleStatusHype
Self-Training for Compositional Neural NLG in Task-Oriented DialogueCode0
Self-training from Self-memory in Data-to-text GenerationCode0
Fine-Grained Detoxification via Instance-Level Prefixes for Large Language ModelsCode0
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue SystemsCode0
DEBATE: Devil's Advocate-Based Assessment and Text EvaluationCode0
Data-to-Text Generation with Style ImitationCode0
On the Efficacy of Sampling AdaptersCode0
Unsupervised Document Expansion for Information Retrieval with Stochastic Text GenerationCode0
Large Language Models can Contrastively Refine their Generation for Better Sentence Representation LearningCode0
Data-to-text Generation with Entity ModelingCode0
A Tale of Trust and Accuracy: Base vs. Instruct LLMs in RAG SystemsCode0
Fine-grained Contract NER using instruction based modelCode0
On the Generalizability of Foundation Models for Crop Type MappingCode0
Finding Memo: Extractive Memorization in Constrained Sequence Generation TasksCode0
On the Importance of the Kullback-Leibler Divergence Term in Variational Autoencoders for Text GenerationCode0
The Code2Text Challenge: Text Generation in Source Code LibrariesCode0
Aligning Visual Regions and Textual Concepts for Semantic-Grounded Image RepresentationsCode0
Semantic Noise Matters for Neural Natural Language GenerationCode0
WRDScore: New Metric for Evaluation of Natural Language Generation ModelsCode0
Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text GenerationCode0
On the Multilingual Capabilities of Very Large-Scale English Language ModelsCode0
WriterForcing: Generating more interesting story endingsCode0
On the Noise Robustness of In-Context Learning for Text GenerationCode0
Data-to-Text Generation with Content Selection and PlanningCode0
Semantic Sensitivities and Inconsistent Predictions: Measuring the Fragility of NLI ModelsCode0
Semantics of the Unwritten: The Effect of End of Paragraph and Sequence Tokens on Text Generation with GPT2Code0
Semantic Triples Verbalization with Generative Pre-Training ModelCode0
Data-to-text Generation for Severely Under-Resourced Languages with GPT-3.5: A Bit of Help Needed from Google TranslateCode0
A Systematic Study of Knowledge Distillation for Natural Language Generation with Pseudo-Target TrainingCode0
Stealing the Decoding Algorithms of Language ModelsCode0
Semi-Amortized Variational AutoencodersCode0
On the Role of Pre-trained Language Models in Word Ordering: A Case Study with BARTCode0
Contrastive Error Attribution for Finetuned Language ModelsCode0
Semi-Offline Reinforcement Learning for Optimized Text GenerationCode0
On the True Distribution Approximation of Minimum Bayes-Risk DecodingCode0
Public Attitudes Toward ChatGPT on Twitter: Sentiments, Topics, and OccupationsCode0
The Curious Decline of Linguistic Diversity: Training Language Models on Synthetic TextCode0
A Systematic Characterization of Sampling Algorithms for Open-ended Language GenerationCode0
Trade-Offs Between Fairness and Privacy in Language ModelingCode0
Bridging Cross-Lingual Gaps During Leveraging the Multilingual Sequence-to-Sequence Pretraining for Text Generation and UnderstandingCode0
Boundary-Seeking Generative Adversarial NetworksCode0
Data-driven emotional body language generation for social roboticsCode0
FFT: Towards Harmlessness Evaluation and Analysis for LLMs with Factuality, Fairness, ToxicityCode0
Bootstrapping Generators from Noisy DataCode0
AirDialogue: An Environment for Goal-Oriented Dialogue ResearchCode0
Data-Driven Approach to Encoding and Decoding 3-D Crystal StructuresCode0
SentBS: Sentence-level Beam Search for Controllable SummarizationCode0
Sentence Compression for Arbitrary Languages via Multilingual PivotingCode0
The E2E Dataset: New Challenges For End-to-End GenerationCode0
Adversarial Attacks on Data AttributionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74Unverified
2FactT5BBLEU48.37Unverified
3JointGT BaselineBLEU47.51Unverified
4FactJointGTBLEU47.39Unverified
5Control Prefixes (T5-large)METEOR0.41Unverified
6T5METEOR0.12Unverified
7BARTMETEOR0.11Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95Unverified
2partGANBLEU-20.91Unverified
3RankGANBLEU-20.85Unverified
4RelGAN (100)BLEU-20.85Unverified
5SeqGANBLEU-20.83Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96Unverified
2PPOGANBLEU-20.91Unverified
3RelGANBLEU-20.88Unverified
4SeqGANBLEU-20.86Unverified
5RankGANBLEU-20.78Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65Unverified
2CRFRDistinct-30.52Unverified
3KGSFDistinct-30.43Unverified
4C2CRSDistinct-30.33Unverified
5KBRDDistinct-30.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92Unverified
2BART (TextBox 2.0)CIDEr12.98Unverified
3BARTMETEOR0.3Unverified
4T5METEOR0.29Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (sample)BLEU-134.4Unverified
2Beam search + A*esque (beam)BLEU-134.4Unverified
3Beam search + A*esque (greedy)BLEU-134.3Unverified
4Beam searchBLEU-133.7Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81Unverified
2SeqGANBLEU-20.74Unverified
3LeakGANBLEU-20.46Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17Unverified
2TGenMETEOR0.15Unverified
3TGen+METEOR0.15Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12Unverified
2GPT2-81M-LOOPeval_loss3.11Unverified
3GPT2-Hermiteeval_loss2.91Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1Unverified
2SA-VAENLL327.5Unverified
3Aggressive VAENLL326.7Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19Unverified