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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 1301–1350 of 5335 papers

TitleStatusHype
Personalized Text Generation with Contrastive Activation Steering—0
LVLM-Compress-Bench: Benchmarking the Broader Impact of Large Vision-Language Model CompressionCode0
TPC: Cross-Temporal Prediction Connection for Vision-Language Model Hallucination Reduction—0
Architecture for a Trustworthy Quantum Chatbot—0
Maximizing Signal in Human-Model Preference Alignment—0
Improving Neutral Point of View Text Generation through Parameter-Efficient Reinforcement Learning and a Small-Scale High-Quality Dataset—0
FANS -- Formal Answer Selection for Natural Language Math Reasoning Using Lean4—0
Large language models in finance : what is financial sentiment?—0
DSVD: Dynamic Self-Verify Decoding for Faithful Generation in Large Language Models—0
Implicit Bias in LLMs: A Survey—0
MCiteBench: A Multimodal Benchmark for Generating Text with CitationsCode0
BatchGEMBA: Token-Efficient Machine Translation Evaluation with Batched Prompting and Prompt CompressionCode0
FourierNAT: A Fourier-Mixing-Based Non-Autoregressive Transformer for Parallel Sequence Generation—0
ChatGPT for President! Presupposed content in politicians versus GPT-generated texts—0
DesignDiffusion: High-Quality Text-to-Design Image Generation with Diffusion Models—0
Waste Not, Want Not; Recycled Gumbel Noise Improves Consistency in Natural Language Generation—0
Argument Summarization and its Evaluation in the Era of Large Language Models—0
MedUnifier: Unifying Vision-and-Language Pre-training on Medical Data with Vision Generation Task using Discrete Visual Representations—0
Evaluating Personalized Tool-Augmented LLMs from the Perspectives of Personalization and ProactivityCode0
Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing—0
ChatMol: A Versatile Molecule Designer Based on the Numerically Enhanced Large Language Model—0
Deterministic or probabilistic? The psychology of LLMs as random number generators—0
Advancements in Natural Language Processing for Automatic Text Summarization—0
AutoHete: An Automatic and Efficient Heterogeneous Training System for LLMs—0
Conversational Planning for Personal Plans—0
An Overview of Large Language Models for Statisticians—0
Steganography Beyond Space-Time with Chain of Multimodal AI—0
Synthetic Text Generation for Training Large Language Models via Gradient Matching—0
Grounded Persuasive Language Generation for Automated Marketing—0
Towards Conditioning Clinical Text Generation for User Control—0
Evaluating the Effect of Retrieval Augmentation on Social Biases—0
Sequence-level Large Language Model Training with Contrastive Preference Optimization—0
The Law of Knowledge Overshadowing: Towards Understanding, Predicting, and Preventing LLM Hallucination—0
Good Representation, Better Explanation: Role of Convolutional Neural Networks in Transformer-Based Remote Sensing Image Captioning—0
PPC-GPT: Federated Task-Specific Compression of Large Language Models via Pruning and Chain-of-Thought Distillation—0
A General Pseudonymization Framework for Cloud-Based LLMs: Replacing Privacy Information in Controlled Text GenerationCode0
PAPI: Exploiting Dynamic Parallelism in Large Language Model Decoding with a Processing-In-Memory-Enabled Computing System—0
IPAD: Inverse Prompt for AI Detection -- A Robust and Explainable LLM-Generated Text DetectorCode0
Scale Up Composed Image Retrieval Learning via Modification Text Generation—0
Enhancing RWKV-based Language Models for Long-Sequence Text GenerationCode0
Machine-generated text detection prevents language model collapseCode0
MCQA-Eval: Efficient Confidence Evaluation in NLG with Gold-Standard Correctness Labels—0
eC-Tab2Text: Aspect-Based Text Generation from e-Commerce Product Tables—0
NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language ModelsCode0
Entropy-UID: A Method for Optimizing Information Density—0
Optimal word order for non-causal text generation with Large Language Models: the Spanish case—0
Token-Level Density-Based Uncertainty Quantification Methods for Eliciting Truthfulness of Large Language ModelsCode0
Multimodal Quantitative Language for Generative Recommendation—0
Prompting a Weighting Mechanism into LLM-as-a-Judge in Two-Step: A Case Study—0
D.Va: Validate Your Demonstration First Before You Use It—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