I'm fine-tuning a language model and am calculating training and validation losses along with the training and validation perplexities. It s calculated by taking the exponential of the loss, in my program. I'm aware that lower perplexities represent better language models and is wondering what the range of values are for a good model. Any help is appreciated. Thank you.
Is there a particular range for good perplexity value in NLP?
570 Views Asked by Dilrukshi Perera At
0
There are 0 best solutions below
Related Questions in DEEP-LEARNING
- Influence of Unused FFN on Model Accuracy in PyTorch
- How to train a model with CSV files of multiple patients?
- Does tensorflow have a way of calculating input importance for simple neural networks
- What is the alternative to module: tf.keras.preprocessing?
- Which library can replace causal_conv1d in machine learning programming?
- My MSE and MAE are low, but my R2 is not good, how to improve it?
- Sketch Guided Text to Image Generation
- ValueError: The shape of the target variable and the shape of the target value in `variable.assign(value)` must match
- a problem for save and load a pytorch model
- Optuna Hyperband Algorithm Not Following Expected Model Training Scheme
- How can I resolve this error and work smoothly in deep learning?
- Difference between model.evaluate and metrics.accuracy_score
- Integrating Mesonet algorithm with a webUI for deepfake detection model
- How can i edit the "wake-word-detection notebook" on coursera so it fit my own word?
- PyTorch training on M2 GPU slower than Colab CPU
Related Questions in NEURAL-NETWORK
- Influence of Unused FFN on Model Accuracy in PyTorch
- How to train a model with CSV files of multiple patients?
- Does tensorflow have a way of calculating input importance for simple neural networks
- My ICNN doesn't seem to work for any n_hidden
- a problem for save and load a pytorch model
- config QConfig in pytorch QAT
- How can I convert a flax.linen.Module to a torch.nn.Module?
- Spiking neural network on FPGA
- Error while loading .keras model: Layer node index out of bounds
- Matrix multiplication issue in a Bidirectional LSTM Model
- Recommended way to use Gymnasium with neural networks to avoid overheads in model.fit and model.predict
- Loss is not changing. Its remaining constant
- Relationship Between Neural Network Distances and Performance
- Mapping a higher dimension tensor into a lower one: (B, F, D) -> (B, F-n, D) in PyTorch
- jax: How do we solve the error: pmap was requested to map its argument along axis 0, which implies that its rank should be at least 1, but is only 0?
Related Questions in NLP
- Seeking Python Libraries for Removing Extraneous Characters and Spaces in Text
- Clarification on T5 Model Pre-training Objective and Denoising Process
- The training accuracy and the validation accuracy curves are almost parallel to each other. Is the model overfitting?
- Give Bert an input and ask him to predict. In this input, can Bert apply the first word prediction result to all subsequent predictions?
- Output of Cosine Similarity is not as expected
- Getting an error while using the open ai api to summarize news atricles
- SpanRuler on Retokenized tokens links back to original token text, not the token text with a split (space) introduced
- Should I use beam search on validation phase?
- Dialogflow failing to dectect the correct intent
- How to detect if two sentences are simmilar, not in meaning, but in syllables/words?
- Is BertForSequenceClassification using the CLS vector?
- Issue with memory when using spacy_universal_sentence_encoder for similarity detection
- Why does the Cloud Natural Language Model API return so many NULLs?
- Is there any OCR or technique that can recognize/identify radio buttons printed out in the form of pdf document?
- Model, lexicon to do fine grained emotions analysis on text in r
Related Questions in LANGUAGE-MODEL
- What are the differences between 'fairseq' and 'fairseq2'?
- Adding Conversation Memory to Xenova/LaMini-T5-61M Browser-based Model in JS
- specify task_type for embeddings in Vertex AI
- Why do unmasked tokens of a sequence change when passed through a language model?
- Why do we add |V| in the denominator in the Add-One smoothing for n-gram language models?
- How to vectorize text data in Pandas.DataFrame and then one_hot encoode it "inside" the model
- With a HuggingFace trainer, how do I show the training loss versus the eval data set?
- GPT4All Metal Library Conflict during Embedding on M1 Mac
- Python-based way to extract text from scientific/academic paper for a language model
- How to get the embedding of any vocabulary token in GPT?
- How to get the vector embedding of a token in GPT?
- How to use a biomedical model from Huggingface to get text embeddings?
- How to train a language model in Huggingface with a custom loss?
- Error while installing lmql[hf] using pip: "No matching distribution found for lmql[hf]
- OpenAI Fine-tuning API: Why would I use LlamaIndex or LangChain instead of fine-tuning a model?
Related Questions in PERPLEXITY
- Open Flamingo Perplexity Calculation
- How do I set the package name that OpenAI uses to generate the README using the typescript generator?
- How to calculate language model's perplexity for text that exceeds memory?
- How to get perplexity per token rather than average perplexity?
- How do I calculate sentence perplexity using torch-rb?
- Can you use perplexity to guess the language of a document?
- Perplexity metric for GPT2 model is lower for non-English text
- Challenges when calculating perplexity: using bidirectional models, and dealing with large text size and values, are my approaches reasonable?
- Why is perplexity calculation giving different results for the same input?
- What is the held-out probability in Mallet LDA? How can we calculate Perplexity by the held-out probability?
- How to calculate perplexity of BERTopic?
- Large Language Model Perplexity
- Diagnostics (perplexity, LogLik, etc) for LDA topic model with textmodel_seededLDA package in R
- How to find perplexity of bigram if probability of given bigram is 0
- Why am I randomly getting super high perplexities?
Trending Questions
- UIImageView Frame Doesn't Reflect Constraints
- Is it possible to use adb commands to click on a view by finding its ID?
- How to create a new web character symbol recognizable by html/javascript?
- Why isn't my CSS3 animation smooth in Google Chrome (but very smooth on other browsers)?
- Heap Gives Page Fault
- Connect ffmpeg to Visual Studio 2008
- Both Object- and ValueAnimator jumps when Duration is set above API LvL 24
- How to avoid default initialization of objects in std::vector?
- second argument of the command line arguments in a format other than char** argv or char* argv[]
- How to improve efficiency of algorithm which generates next lexicographic permutation?
- Navigating to the another actvity app getting crash in android
- How to read the particular message format in android and store in sqlite database?
- Resetting inventory status after order is cancelled
- Efficiently compute powers of X in SSE/AVX
- Insert into an external database using ajax and php : POST 500 (Internal Server Error)
Popular # Hahtags
Popular Questions
- How do I undo the most recent local commits in Git?
- How can I remove a specific item from an array in JavaScript?
- How do I delete a Git branch locally and remotely?
- Find all files containing a specific text (string) on Linux?
- How do I revert a Git repository to a previous commit?
- How do I create an HTML button that acts like a link?
- How do I check out a remote Git branch?
- How do I force "git pull" to overwrite local files?
- How do I list all files of a directory?
- How to check whether a string contains a substring in JavaScript?
- How do I redirect to another webpage?
- How can I iterate over rows in a Pandas DataFrame?
- How do I convert a String to an int in Java?
- Does Python have a string 'contains' substring method?
- How do I check if a string contains a specific word?