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

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Showing 3801–3850 of 5335 papers

TitleStatusHype
Learning Preferences for Referring Expression Generation: Effects of Domain, Language and Algorithm—0
Learning Question-Guided Video Representation for Multi-Turn Video Question Answering—0
Learning Reasoning Patterns for Relational Triple Extraction with Mutual Generation of Text and Graph—0
Learning Semantic Composition to Detect Non-compositionality of Multiword Expressions—0
Learning Semantic Correspondences from Noisy Data-text Pairs by Local-to-Global Alignments—0
Learning to Answer Multilingual and Code-Mixed Questions—0
Learning to Compare for Better Training and Evaluation of Open Domain Natural Language Generation Models—0
Learning to Control the Fine-grained Sentiment for Story Ending Generation—0
Learning to Create Better Ads: Generation and Ranking Approaches for Ad Creative Refinement—0
Learning to Diversify Neural Text Generation via Degenerative Model—0
Learning to Encode Evolutionary Knowledge for Automatic Commenting Long Novels—0
Learning to Flip the Bias of News Headlines—0
Learning to Generate Market Comments from Stock Prices—0
Learning to Generate Product Reviews from Attributes—0
CinPatent: Datasets for Patent Classification—0
Learning to Generate Text in Arbitrary Writing Styles—0
Learning to Infer Belief Embedded Communication—0
Learning to Order Natural Language Texts—0
Learning to Plan and Realize Separately for Open-Ended Dialogue Systems—0
Learning to Rank Visual Stories From Human Ranking Data—0
Learning to Selectively Learn for Weakly Supervised Paraphrase Generation with Model-based Reinforcement Learning—0
Learning to Write with Coherence From Negative Examples—0
Learning Visual-Semantic Embeddings for Reporting Abnormal Findings on Chest X-rays—0
Learning when to point: A data-driven approach—0
Learn To be Efficient: Build Structured Sparsity in Large Language Models—0
LegoNN: Building Modular Encoder-Decoder Models—0
Le Petit Prince in UNL—0
Less is More for Improving Automatic Evaluation of Factual Consistency—0
Less Likely Brainstorming: Using Language Models to Generate Alternative Hypotheses—0
Lessons Learned from GPT-SW3: Building the First Large-Scale Generative Language Model for Swedish—0
Let's do it ``again'': A First Computational Approach to Detecting Adverbial Presupposition Triggers—0
Let's do it "again": A First Computational Approach to Detecting Adverbial Presupposition Triggers—0
Let the Pretrained Language Models "Imagine" for Short Texts Topic Modeling—0
Leveraging Chat-Based Large Vision Language Models for Multimodal Out-Of-Context Detection—0
Leveraging Knowledge Graphs and LLMs to Support and Monitor Legislative Systems—0
Leveraging Large Language Models for Web Scraping—0
Leveraging Pre-trained Language Models for Gender Debiasing—0
Leveraging Professional Radiologists' Expertise to Enhance LLMs' Evaluation for Radiology Reports—0
Leveraging Sentence Similarity in Natural Language Generation: Improving Beam Search using Range Voting—0
Leveraging Seq2seq Language Generation for Multi-level Product Issue Identification—0
Leveraging Speech PTM, Text LLM, and Emotional TTS for Speech Emotion Recognition—0
LeX-Art: Rethinking Text Generation via Scalable High-Quality Data Synthesis—0
Lexical Complexity Controlled Sentence Generation—0
Lexical Event Ordering with an Edge-Factored Model—0
Lexically-constrained Text Generation through Commonsense Knowledge Extraction and Injection—0
Lexical Manifold Reconfiguration in Large Language Models: A Novel Architectural Approach for Contextual Modulation—0
Lexicon for Natural Language Generation in Spanish Adapted to Alternative and Augmentative Communication—0
LGD: Leveraging Generative Descriptions for Zero-Shot Referring Image Segmentation—0
LG-Eval: A Toolkit for Creating Online Language Evaluation Experiments—0
LIDAO: Towards Limited Interventions for Debiasing (Large) Language Models—0
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All datasetsDARTCOCO CaptionsEMNLP2017 WMTReDialCommonGenROCStoriesChinese PoemsCzech restaurant informationOpenWebTextSciQYahoo QuestionsADGEN

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74—Unverified
2FactT5BBLEU48.37—Unverified
3JointGT BaselineBLEU47.51—Unverified
4FactJointGTBLEU47.39—Unverified
5Control Prefixes (T5-large)METEOR0.41—Unverified
6T5METEOR0.12—Unverified
7BARTMETEOR0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95—Unverified
2partGANBLEU-20.91—Unverified
3RankGANBLEU-20.85—Unverified
4RelGAN (100)BLEU-20.85—Unverified
5SeqGANBLEU-20.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96—Unverified
2PPOGANBLEU-20.91—Unverified
3RelGANBLEU-20.88—Unverified
4SeqGANBLEU-20.86—Unverified
5RankGANBLEU-20.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65—Unverified
2CRFRDistinct-30.52—Unverified
3KGSFDistinct-30.43—Unverified
4C2CRSDistinct-30.33—Unverified
5KBRDDistinct-30.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92—Unverified
2BART (TextBox 2.0)CIDEr12.98—Unverified
3BARTMETEOR0.3—Unverified
4T5METEOR0.29—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4—Unverified
2Beam search + A*esque (sample)BLEU-134.4—Unverified
3Beam search + A*esque (greedy)BLEU-134.3—Unverified
4Beam searchBLEU-133.7—Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81—Unverified
2SeqGANBLEU-20.74—Unverified
3LeakGANBLEU-20.46—Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17—Unverified
2TGenMETEOR0.15—Unverified
3TGen+METEOR0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12—Unverified
2GPT2-81M-LOOPeval_loss3.11—Unverified
3GPT2-Hermiteeval_loss2.91—Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6—Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4—Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1—Unverified
2SA-VAENLL327.5—Unverified
3Aggressive VAENLL326.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2—Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62—Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34—Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22—Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19—Unverified