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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 4601–4650 of 5335 papers

TitleStatusHype
Gender Bias in LLM-generated Interview Responses—0
GenDR: A Generic Deep Realizer with Complex Lexicalization—0
Generación automática de frases literarias en español—0
generAItor: Tree-in-the-Loop Text Generation for Language Model Explainability and Adaptation—0
Generalising Multilingual Concept-to-Text NLG with Language Agnostic Delexicalisation—0
Generalized Entropy Regularization or: There's Nothing Special about Label Smoothing—0
Generalized Shortest-Paths Encoders for AMR-to-Text Generation—0
Generate and Revise: Reinforcement Learning in Neural Poetry—0
Generating Abstractive Summaries from Meeting Transcripts—0
Generating and Evaluating Landmark-Based Navigation Instructions in Virtual Environments—0
Generating and Interpreting Referring Expressions as Belief State Planning and Plan Recognition—0
Generating Annotated Graphs using the NLG Pipeline Architecture—0
Generating Answering Patterns from Factoid Arabic Questions—0
Generating Classical Chinese Poems via Conditional Variational Autoencoder and Adversarial Training—0
Generating Contrastive Referring Expressions—0
Generating Counter Narratives against Online Hate Speech: Data and Strategies—0
Generating Description for Sequential Images with Local-Object Attention Conditioned on Global Semantic Context—0
Generating Descriptions of Spatial Relations between Objects in Images—0
Generating Different Story Tellings from Semantic Representations of Narrative—0
Generating Disambiguating Paraphrases for Structurally Ambiguous Sentences—0
Generating Diversified Comments via Reader-Aware Topic Modeling and Saliency Detection—0
Generating E-Commerce Product Titles and Predicting their Quality—0
Generating Educational Materials with Different Levels of Readability using LLMs—0
Generating Elliptic Coordination—0
Generating English from Abstract Meaning Representations—0
Generating Faithful Text From a Knowledge Graph with Noisy Reference Text—0
Generating flexible proper name references in text: Data, models and evaluation—0
Generating Followup Questions for Interpretable Multi-hop Question Answering—0
Generating Image Descriptions with Gold Standard Visual Inputs: Motivation, Evaluation and Baselines—0
Generating Intelligible Plumitifs Descriptions: Use Case Application with Ethical Considerations—0
Generating Lexicalization Patterns for Linked Open Data—0
Generating Major Types of Chinese Classical Poetry in a Uniformed Framework—0
Controlling Equational Reasoning in Large Language Models with Prompt Interventions—0
Generating Math Word Problems from Equations with Topic Controlling and Commonsense Enforcement—0
Generating Multi-Sentence Lingual Descriptions of Indoor Scenes—0
Generating Natural Anagrams: Towards Language Generation Under Hard Combinatorial Constraints—0
Generating Natural Language Adversarial Examples on a Large Scale with Generative Models—0
Generating Natural Language Descriptions from OWL Ontologies: the NaturalOWL System—0
Generating Natural Language from Linked Data: Unsupervised template extraction—0
Generating Natural Language Questions to Support Learning On-Line—0
Generating Natural Language Summaries for Multimedia—0
Generating Natural-Language Video Descriptions Using Text-Mined Knowledge—0
Generating Non-Projective Word Order in Statistical Linearization—0
Generating Numerical Approximations—0
Generating overspecified referring expressions: the role of discrimination—0
Generating Paraphrases from DBPedia using Deep Learning—0
Generating Pertinent and Diversified Comments with Topic-aware Pointer-Generator Networks—0
Generating Quantified Descriptions of Abstract Visual Scenes—0
Generating R\'ecit from Sensor Data: Evaluation of a Task Model for Story Planning and Preliminary Experiments with GPS Data—0
Entity-Centric Query Refinement—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 (sample)BLEU-134.4—Unverified
2Beam search + A*esque (beam)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