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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 1351–1400 of 5335 papers

TitleStatusHype
End-to-end argumentation knowledge graph construction—0
End-to-end Concept Word Detection for Video Captioning, Retrieval, and Question Answering—0
Capturing Event Argument Interaction via A Bi-Directional Entity-Level Recurrent Decoder—0
Are PPO-ed Language Models Hackable?—0
CaptainGAN: Navigate Through Embedding Space For Better Text Generation—0
A Repository of Rules and Lexical Resources for Discourse Structure Analysis: the Case of Explanation Structures—0
Structured Chain-of-Thought Prompting for Code Generation—0
A Repository of Frame Instance Lexicalizations for Generation—0
Can We Catch the Elephant? A Survey of the Evolvement of Hallucination Evaluation on Natural Language Generation—0
A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis—0
Can Watermarking Large Language Models Prevent Copyrighted Text Generation and Hide Training Data?—0
Can the Transformer Be Used as a Drop-in Replacement for RNNs in Text-Generating GANs?—0
A Repository of Data and Evaluation Resources for Natural Language Generation—0
Adapting Graph Summaries to the Users' Reading Levels—0
Enabling Efficient On-Device Fine-Tuning of LLMs Using Only Inference Engines—0
Can spontaneous spoken language disfluencies help describe syntactic dependencies? An empirical study—0
Can Pretrained Language Models Generate Persuasive, Faithful, and Informative Ad Text for Product Descriptions?—0
Can Neural Image Captioning be Controlled via Forced Attention?—0
Can LLMs Produce Faithful Explanations For Fact-checking? Towards Faithful Explainable Fact-Checking via Multi-Agent Debate—0
Are LLMs Aware that Some Questions are not Open-ended?—0
A Brief Introduction to Natural Language Generation within Computational Creativity—0
Can LLMs Automate Fact-Checking Article Writing?—0
Are Large Language Models Reliable Judges? A Study on the Factuality Evaluation Capabilities of LLMs—0
Adapting Descriptions of People to the Point of View of a Moving Observer—0
Can Language Models Take A Hint? Prompting for Controllable Contextualized Commonsense Inference—0
Can Language Models Take A Hint? Prompting for Controllable Contextualized Commonsense Inference—0
Enabling Language Models to Implicitly Learn Self-Improvement—0
Enabling text readability awareness during the micro planning phase of NLG applications—0
End-to-End Differentiable GANs for Text Generation—0
Enhancing Dual-Encoders with Question and Answer Cross-Embeddings for Answer Retrieval—0
Can Language Model Moderators Improve the Health of Online Discourse?—0
Are Large Language Model-based Evaluators the Solution to Scaling Up Multilingual Evaluation?—0
Can Grammarly and ChatGPT accelerate language change? AI-powered technologies and their impact on the English language: wordiness vs. conciseness—0
A Reinforcement Learning Framework for Natural Question Generation using Bi-discriminators—0
A Game-Based Setup for Data Collection and Task-Based Evaluation of Uncertain Information Presentation—0
Can GPT Redefine Medical Understanding? Evaluating GPT on Biomedical Machine Reading Comprehension—0
Can GPT Improve the State of Prior Authorization via Guideline Based Automated Question Answering?—0
Are Fictional Voices Distinguishable? Classifying Character Voices in Modern Drama—0
Can DeepSeek Reason Like a Surgeon? An Empirical Evaluation for Vision-Language Understanding in Robotic-Assisted Surgery—0
Are Current Decoding Strategies Capable of Facing the Challenges of Visual Dialogue?—0
A Probability--Quality Trade-off in Aligned Language Models and its Relation to Sampling Adaptors—0
Can AI Read Between The Lines? Benchmarking LLMs On Financial Nuance—0
CaM-Gen: Causally Aware Metric-Guided Text Generation—0
AfriKI: Machine-in-the-Loop Afrikaans Poetry Generation—0
A Block Metropolis-Hastings Sampler for Controllable Energy-based Text Generation—0
CaM-Gen:Causally-aware Metric-guided Text Generation—0
CaM-Gen: Causally-aware Guided Text Generation—0
Call Centre Conversation Summarization: A Pilot Task at Multiling 2015—0
Architecture for a Trustworthy Quantum Chatbot—0
Empirical Validation of Reichenbach's Tense Framework—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