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 1251–1300 of 5335 papers

TitleStatusHype
A Single Example Can Improve Zero-Shot Data Generation—0
ChatGPT vs State-of-the-Art Models: A Benchmarking Study in Keyphrase Generation Task—0
A Simple Surface Realization Engine for Telugu—0
A Holistic Natural Language Generation Framework for the Semantic Web—0
ChatGPT for President! Presupposed content in politicians versus GPT-generated texts—0
ChatGPT Beyond English: Towards a Comprehensive Evaluation of Large Language Models in Multilingual Learning—0
A Simple Recipe towards Reducing Hallucination in Neural Surface Realisation—0
ChatGPT: Beginning of an End of Manual Linguistic Data Annotation? Use Case of Automatic Genre Identification—0
ChatGPT as a Factual Inconsistency Evaluator for Text Summarization—0
Accelerating Multilingual Language Model for Excessively Tokenized Languages—0
ChatGPT in the Classroom: An Analysis of Its Strengths and Weaknesses for Solving Undergraduate Computer Science Questions—0
ChatEval: A Tool for the Systematic Evaluation of Chatbots—0
CHATATC: Large Language Model-Driven Conversational Agents for Supporting Strategic Air Traffic Flow Management—0
A hierarchical approach to vision-based language generation: from simple sentences to complex natural language—0
A Service-Oriented Architecture for Metaphor Processing—0
CharGen: High Accurate Character-Level Visual Text Generation Model with MultiModal Encoder—0
A Serious Game for Building a Portuguese Lexical-Semantic Network—0
Adapting SimpleNLG to Spanish—0
Cross-Image Contrastive Decoding: Precise, Lossless Suppression of Language Priors in Large Vision-Language Models—0
Dual use issues in the field of Natural Language Generation—0
Dynamic Self-Distillation via Previous Mini-batches for Fine-tuning Small Language Models—0
Efficient Model-Agnostic Multi-Group Equivariant Networks—0
Character-level Japanese Text Generation with Attention Mechanism for Chest Radiography Diagnosis—0
Characterizing Variation in Crowd-Sourced Data for Training Neural Language Generators to Produce Stylistically Varied Outputs—0
A Sentiment-Controllable Topic-to-Essay Generator with Topic Knowledge Graph—0
Characterizations of Language Generation With Breadth—0
Char2char Generation with Reranking for the E2E NLG Challenge—0
A Semi-supervised Approach to Generate the Code-Mixed Text using Pre-trained Encoder and Transfer Learning—0
AHAM: Adapt, Help, Ask, Model -- Harvesting LLMs for literature mining—0
Absolute and Relative Properties in Geographic Referring Expressions—0
Challenges of Argument Mining: Generating an Argument Synthesis based on the Qualia Structure—0
A Group Fairness Lens for Large Language Models—0
DSVD: Dynamic Self-Verify Decoding for Faithful Generation in Large Language Models—0
Graphmax for Text Generation—0
A Self-Paced Mixed Distillation Method for Non-Autoregressive Generation—0
DSim, a Danish Parallel Corpus for Text Simplification—0
Challenges in Adapting Multilingual LLMs to Low-Resource Languages using LoRA PEFT Tuning—0
Challenges and Opportunities in Text Generation Explainability—0
A Self-enhancement Approach for Domain-specific Chatbot Training via Knowledge Mining and Digest—0
Chain-of-Translation Prompting (CoTR): A Novel Prompting Technique for Low Resource Languages—0
Adapting SimpleNLG for Brazilian Portuguese realisation—0
Chain of Explanation: New Prompting Method to Generate Higher Quality Natural Language Explanation for Implicit Hate Speech—0
A Scoping Review of ChatGPT Research in Accounting and Finance—0
Absformer: Transformer-based Model for Unsupervised Multi-Document Abstractive Summarization—0
DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines—0
DTLLM-VLT: Diverse Text Generation for Visual Language Tracking Based on LLM—0
A Rusty Link in the AI Supply Chain: Detecting Evil Configurations in Model Repositories—0
CGEMs: A Metric Model for Automatic Code Generation using GPT-3—0
Adapting Pre-trained Generative Models for Extractive Question Answering—0
CG-BERT: Conditional Text Generation with BERT for Generalized Few-shot Intent Detection—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