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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 251–300 of 5335 papers

TitleStatusHype
Applications of Large Language Model Reasoning in Feature Generation—0
Text Compression for Efficient Language Generation—0
Watch and Learn: Leveraging Expert Knowledge and Language for Surgical Video Understanding—0
Palette of Language Models: A Solver for Controlled Text Generation—0
API Agents vs. GUI Agents: Divergence and Convergence—0
Ensemble Learning for Large Language Models in Text and Code Generation: A Survey—0
FlowTok: Flowing Seamlessly Across Text and Image TokensCode5
Through the Magnifying Glass: Adaptive Perception Magnification for Hallucination-Free VLM DecodingCode0
Constrained Language Generation with Discrete Diffusion Models—0
VaxGuard: A Multi-Generator, Multi-Type, and Multi-Role Dataset for Detecting LLM-Generated Vaccine Misinformation—0
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement LearningCode7
Sometimes Painful but Certainly Promising: Feasibility and Trade-offs of Language Model Inference at the Edge—0
Understanding the Quality-Diversity Trade-off in Diffusion Language ModelsCode0
Stick to Facts: Towards Fidelity-oriented Product Description Generation—0
OmniMamba: Efficient and Unified Multimodal Understanding and Generation via State Space ModelsCode2
Unleashing the Potential of Large Language Models for Text-to-Image Generation through Autoregressive Representation AlignmentCode1
Benchmarking Chinese Medical LLMs: A Medbench-based Analysis of Performance Gaps and Hierarchical Optimization Strategies—0
CtrlRAG: Black-box Adversarial Attacks Based on Masked Language Models in Retrieval-Augmented Language Generation—0
Lost-in-the-Middle in Long-Text Generation: Synthetic Dataset, Evaluation Framework, and MitigationCode1
Green Prompting—0
UniGenX: Unified Generation of Sequence and Structure with Autoregressive Diffusion—0
WritingBench: A Comprehensive Benchmark for Generative WritingCode2
Personalized Text Generation with Contrastive Activation Steering—0
DETQUS: Decomposition-Enhanced Transformers for QUery-focused Summarization—0
TPC: Cross-Temporal Prediction Connection for Vision-Language Model Hallucination Reduction—0
LVLM-Compress-Bench: Benchmarking the Broader Impact of Large Vision-Language Model CompressionCode0
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
FourierNAT: A Fourier-Mixing-Based Non-Autoregressive Transformer for Parallel Sequence Generation—0
Implicit Bias in LLMs: A Survey—0
BatchGEMBA: Token-Efficient Machine Translation Evaluation with Batched Prompting and Prompt CompressionCode0
Q-Filters: Leveraging QK Geometry for Efficient KV Cache CompressionCode1
MCiteBench: A Multimodal Benchmark for Generating Text with CitationsCode0
ChatGPT for President! Presupposed content in politicians versus GPT-generated texts—0
DesignDiffusion: High-Quality Text-to-Design Image Generation with Diffusion Models—0
MedUnifier: Unifying Vision-and-Language Pre-training on Medical Data with Vision Generation Task using Discrete Visual Representations—0
Argument Summarization and its Evaluation in the Era of Large Language Models—0
Evaluating Personalized Tool-Augmented LLMs from the Perspectives of Personalization and ProactivityCode0
Waste Not, Want Not; Recycled Gumbel Noise Improves Consistency in Natural Language Generation—0
AutoHete: An Automatic and Efficient Heterogeneous Training System for LLMs—0
Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing—0
Deterministic or probabilistic? The psychology of LLMs as random number generators—0
Advancements in Natural Language Processing for Automatic Text Summarization—0
ChatMol: A Versatile Molecule Designer Based on the Numerically Enhanced Large Language Model—0
Conversational Planning for Personal Plans—0
Steganography Beyond Space-Time with Chain of Multimodal AI—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