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 38513900 of 5335 papers

TitleStatusHype
Can GPT Redefine Medical Understanding? Evaluating GPT on Biomedical Machine Reading Comprehension0
Can Grammarly and ChatGPT accelerate language change? AI-powered technologies and their impact on the English language: wordiness vs. conciseness0
Can Language Model Moderators Improve the Health of Online Discourse?0
Can Language Models Take A Hint? Prompting for Controllable Contextualized Commonsense Inference0
Can Language Models Take A Hint? Prompting for Controllable Contextualized Commonsense Inference0
Can LLMs Automate Fact-Checking Article Writing?0
Can LLMs Produce Faithful Explanations For Fact-checking? Towards Faithful Explainable Fact-Checking via Multi-Agent Debate0
Can Neural Image Captioning be Controlled via Forced Attention?0
Can Pretrained Language Models Generate Persuasive, Faithful, and Informative Ad Text for Product Descriptions?0
Can spontaneous spoken language disfluencies help describe syntactic dependencies? An empirical study0
Can the Transformer Be Used as a Drop-in Replacement for RNNs in Text-Generating GANs?0
Can Watermarking Large Language Models Prevent Copyrighted Text Generation and Hide Training Data?0
Can We Catch the Elephant? A Survey of the Evolvement of Hallucination Evaluation on Natural Language Generation0
CaptainGAN: Navigate Through Embedding Space For Better Text Generation0
Capturing Event Argument Interaction via A Bi-Directional Entity-Level Recurrent Decoder0
Case Relation Transformer: A Crossmodal Language Generation Model for Fetching Instructions0
CaseSummarizer: A System for Automated Summarization of Legal Texts0
Cat and Mouse -- Can Fake Text Generation Outpace Detector Systems?0
Categorical SDEs with Simplex Diffusion0
Category-Driven Content Selection0
CAT-Gen: Improving Robustness in NLP Models via Controlled Adversarial Text Generation0
CAVALRY-V: A Large-Scale Generator Framework for Adversarial Attacks on Video MLLMs0
CBAG: Conditional Biomedical Abstract Generation0
CCPrefix: Counterfactual Contrastive Prefix-Tuning for Many-Class Classification0
CDM: Combining Extraction and Generation for Definition Modeling0
CELL your Model: Contrastive Explanations for Large Language Models0
CFL: Causally Fair Language Models Through Token-level Attribute Controlled Generation0
CFSafety: Comprehensive Fine-grained Safety Assessment for LLMs0
CG-BERT: Conditional Text Generation with BERT for Generalized Few-shot Intent Detection0
CGEMs: A Metric Model for Automatic Code Generation using GPT-30
Chain of Explanation: New Prompting Method to Generate Higher Quality Natural Language Explanation for Implicit Hate Speech0
Chain-of-Translation Prompting (CoTR): A Novel Prompting Technique for Low Resource Languages0
Challenges and Opportunities in Text Generation Explainability0
Challenges in Adapting Multilingual LLMs to Low-Resource Languages using LoRA PEFT Tuning0
Challenges of Argument Mining: Generating an Argument Synthesis based on the Qualia Structure0
Char2char Generation with Reranking for the E2E NLG Challenge0
Characterizations of Language Generation With Breadth0
Characterizing Variation in Crowd-Sourced Data for Training Neural Language Generators to Produce Stylistically Varied Outputs0
Character-level Japanese Text Generation with Attention Mechanism for Chest Radiography Diagnosis0
CharGen: High Accurate Character-Level Visual Text Generation Model with MultiModal Encoder0
CHATATC: Large Language Model-Driven Conversational Agents for Supporting Strategic Air Traffic Flow Management0
ChatEval: A Tool for the Systematic Evaluation of Chatbots0
ChatGPT in the Classroom: An Analysis of Its Strengths and Weaknesses for Solving Undergraduate Computer Science Questions0
ChatGPT as a Factual Inconsistency Evaluator for Text Summarization0
ChatGPT: Beginning of an End of Manual Linguistic Data Annotation? Use Case of Automatic Genre Identification0
ChatGPT Beyond English: Towards a Comprehensive Evaluation of Large Language Models in Multilingual Learning0
ChatGPT for President! Presupposed content in politicians versus GPT-generated texts0
ChatGPT vs State-of-the-Art Models: A Benchmarking Study in Keyphrase Generation Task0
ChatMol: A Versatile Molecule Designer Based on the Numerically Enhanced Large Language Model0
Cheaply Evaluating Inference Efficiency Metrics for Autoregressive Transformer APIs0
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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 (beam)BLEU-134.4Unverified
2Beam search + A*esque (sample)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