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 2351–2400 of 5335 papers

TitleStatusHype
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
Evidence-Driven Retrieval Augmented Response Generation for Online Misinformation—0
Every picture tells a story: Image-grounded controllable stylistic story generation—0
Event Graph based Sentence Fusion—0
Challenges of Argument Mining: Generating an Argument Synthesis based on the Qualia Structure—0
A Group Fairness Lens for Large Language Models—0
Evaluative Pattern Extraction for Automated Text Generation—0
Evaluation of Thematic Coherence in Microblogs—0
Evaluation of Text Generation: A Survey—0
A Self-Paced Mixed Distillation Method for Non-Autoregressive Generation—0
Evaluation of Online Dialogue Policy Learning Techniques—0
Evaluation of NMT-Assisted Grammar Transfer for a Multi-Language Configurable Data-to-Text System—0
Challenges in Adapting Multilingual LLMs to Low-Resource Languages using LoRA PEFT Tuning—0
Evaluation of Large Language Models for Summarization Tasks in the Medical Domain: A Narrative Review—0
Challenges and Opportunities in Text Generation Explainability—0
A Self-enhancement Approach for Domain-specific Chatbot Training via Knowledge Mining and Digest—0
Graphmax for Text Generation—0
Evaluation of Classification Algorithms and Features for Collocation Extraction in Croatian—0
Evaluation of a Runyankore grammar engine for healthcare messages—0
Evaluation of African American Language Bias in Natural Language Generation—0
Evaluation Metrics of Language Generation Models for Synthetic Traffic Generation Tasks—0
Chain-of-Translation Prompting (CoTR): A Novel Prompting Technique for Low Resource Languages—0
Evaluation methodologies in Automatic Question Generation 2013-2018—0
Evaluation Guidelines to Deal with Implicit Phenomena to Assess Factuality in Data-to-Text Generation—0
Evaluating the text quality, human likeness and tailoring component of PASS: A Dutch data-to-text system for soccer—0
Evaluating the State-of-the-Art of End-to-End Natural Language Generation: The E2E NLG Challenge—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
Adapting SimpleNLG for Brazilian Portuguese realisation—0
Absolute and Relative Properties in Geographic Referring Expressions—0
Evaluating the Reliability and Interaction of Recursively Used Feature Classes for Terminology Extraction—0
Evaluating the Performance of ChatGPT for Spam Email Detection—0
CGEMs: A Metric Model for Automatic Code Generation using GPT-3—0
A Rusty Link in the AI Supply Chain: Detecting Evil Configurations in Model Repositories—0
Evaluating the Effect of Retrieval Augmentation on Social Biases—0
CG-BERT: Conditional Text Generation with BERT for Generalized Few-shot Intent Detection—0
Artwork Explanation in Large-scale Vision Language Models—0
Evaluating the Correctness of Inference Patterns Used by LLMs for Judgment—0
CFSafety: Comprehensive Fine-grained Safety Assessment for LLMs—0
Evaluating NLG systems: A brief introduction—0
CFL: Causally Fair Language Models Through Token-level Attribute Controlled Generation—0
Adapting SimpleNLG for Bilingual English-French Realisation—0
A Roadmap for Big Model—0
CELL your Model: Contrastive Explanations for Large Language Models—0
Efficient Controlled Language Generation with Low-Rank Autoregressive Reward Models—0
Evaluating Durability: Benchmark Insights into Multimodal Watermarking—0
Evaluating Creative Language Generation: The Case of Rap Lyric Ghostwriting—0
Evaluating Consistency and Reasoning Capabilities of 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