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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 1001–1050 of 5335 papers

TitleStatusHype
Themis: A Reference-free NLG Evaluation Language Model with Flexibility and InterpretabilityCode1
PrExMe! Large Scale Prompt Exploration of Open Source LLMs for Machine Translation and Summarization EvaluationCode0
Enhancing Data Privacy in Large Language Models through Private Association Editing—0
TALEC: Teach Your LLM to Evaluate in Specific Domain with In-house Criteria by Criteria Division and Zero-shot Plus Few-shotCode0
Discrete Diffusion Language Model for Long Text Summarization—0
Variationist: Exploring Multifaceted Variation and Bias in Written Language DataCode1
Can We Trust the Performance Evaluation of Uncertainty Estimation Methods in Text Summarization?Code0
Text-Animator: Controllable Visual Text Video Generation—0
Towards a Science Exocortex—0
Paraphrase and Aggregate with Large Language Models for Minimizing Intent Classification Errors—0
Prompt-Consistency Image Generation (PCIG): A Unified Framework Integrating LLMs, Knowledge Graphs, and Controllable Diffusion ModelsCode0
Cascade Reward Sampling for Efficient Decoding-Time AlignmentCode1
Evaluation of Language Models in the Medical Context Under Resource-Constrained SettingsCode0
Directed Domain Fine-Tuning: Tailoring Separate Modalities for Specific Training Tasks—0
Revisiting Interpolation Augmentation for Speech-to-Text GenerationCode1
Robust Reinforcement Learning from Corrupted Human Feedback—0
TinyStyler: Efficient Few-Shot Text Style Transfer with Authorship EmbeddingsCode1
Benchmarking Uncertainty Quantification Methods for Large Language Models with LM-PolygraphCode2
Evaluating Diversity in Automatic Poetry GenerationCode0
A Tale of Trust and Accuracy: Base vs. Instruct LLMs in RAG SystemsCode0
Mind the Privacy Unit! User-Level Differential Privacy for Language Model Fine-Tuning—0
In Tree Structure Should Sentence Be GeneratedCode0
A Data-Driven Guided Decoding Mechanism for Diagnostic CaptioningCode0
CityGPT: Empowering Urban Spatial Cognition of Large Language ModelsCode1
ClinicalLab: Aligning Agents for Multi-Departmental Clinical Diagnostics in the Real WorldCode2
Finding Blind Spots in Evaluator LLMs with Interpretable ChecklistsCode1
Adaptable Logical Control for Large Language ModelsCode2
D2O: Dynamic Discriminative Operations for Efficient Generative Inference of Large Language Models—0
SHIELD: Evaluation and Defense Strategies for Copyright Compliance in LLM Text GenerationCode0
The Comparative Trap: Pairwise Comparisons Amplifies Biased Preferences of LLM Evaluators—0
Self-Distillation for Model Stacking Unlocks Cross-Lingual NLU in 200+ Languages—0
Generating Educational Materials with Different Levels of Readability using LLMs—0
LaMDA: Large Model Fine-Tuning via Spectrally Decomposed Low-Dimensional AdaptationCode1
PDSS: A Privacy-Preserving Framework for Step-by-Step Distillation of Large Language Models—0
LiLiuM: eBay's Large Language Models for e-commerce—0
In-Context Editing: Learning Knowledge from Self-Induced DistributionsCode2
DTGB: A Comprehensive Benchmark for Dynamic Text-Attributed GraphsCode1
Self and Cross-Model Distillation for LLMs: Effective Methods for Refusal Pattern Alignment—0
Extrinsic Evaluation of Cultural Competence in Large Language ModelsCode0
Fine-grained Controllable Text Generation through In-context Learning with Feedback—0
CodeGemma: Open Code Models Based on Gemma—0
Incentivizing Quality Text Generation via Statistical ContractsCode0
CELL your Model: Contrastive Explanations for Large Language Models—0
GPT-Powered Elicitation Interview Script Generator for Requirements Engineering Training—0
Fairer Preferences Elicit Improved Human-Aligned Large Language Model JudgmentsCode1
Identifying Query-Relevant Neurons in Large Language Models for Long-Form TextsCode0
Post-hoc Utterance Refining Method by Entity Mining for Faithful Knowledge Grounded ConversationsCode0
Intertwining CP and NLP: The Generation of Unreasonably Constrained Sentences—0
Facts-and-Feelings: Capturing both Objectivity and Subjectivity in Table-to-Text Generation—0
CoMM: A Coherent Interleaved Image-Text Dataset for Multimodal Understanding and GenerationCode2
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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