{
  "total": 201,
  "topics": [
    {
      "id": 583359,
      "title": "Congratulations and thank you!",
      "comment_count": 6,
      "views": 0,
      "votes": 5
    },
    {
      "id": 583445,
      "title": "Recap of Competition - Congratulations to the Winners!",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 567628,
      "title": "BirdCLEF+ Working Notes - Winners announcement",
      "comment_count": 6,
      "views": 0,
      "votes": 15
    },
    {
      "id": 575591,
      "title": "Request: consider exporting your model to help conservation teams use it!",
      "comment_count": 0,
      "views": 0,
      "votes": 16
    },
    {
      "id": 583577,
      "title": "1st Place Solution: Multi-Iterative Noisy Student Is All You Need",
      "comment_count": 38,
      "views": 0,
      "votes": 263
    },
    {
      "id": 583312,
      "title": "5th place solution: Self-Distillation is All You Need",
      "comment_count": 23,
      "views": 0,
      "votes": 69
    },
    {
      "id": 583699,
      "title": "2nd Place. Journey Down the Rabbit Hole of Pseudo Labels",
      "comment_count": 14,
      "views": 0,
      "votes": 54
    },
    {
      "id": 583306,
      "title": "Public 20th / Private 26th Solution LB: 0.908",
      "comment_count": 20,
      "views": 0,
      "votes": 26
    },
    {
      "id": 584034,
      "title": "4th place solution",
      "comment_count": 3,
      "views": 0,
      "votes": 18
    },
    {
      "id": 583365,
      "title": "9th place solution",
      "comment_count": 17,
      "views": 0,
      "votes": 31
    },
    {
      "id": 584015,
      "title": "7th place solution",
      "comment_count": 0,
      "views": 0,
      "votes": 16
    },
    {
      "id": 583477,
      "title": "3rd Place Solution",
      "comment_count": 15,
      "views": 0,
      "votes": 29
    },
    {
      "id": 583381,
      "title": "6th place solution",
      "comment_count": 3,
      "views": 0,
      "votes": 23
    },
    {
      "id": 583592,
      "title": "12th place solution",
      "comment_count": 1,
      "views": 0,
      "votes": 13
    },
    {
      "id": 583324,
      "title": "8th place solution",
      "comment_count": 7,
      "views": 0,
      "votes": 22
    },
    {
      "id": 579117,
      "title": "Can someone explain what I am doing wrong? Can't go beyond 0.751 with this approach!",
      "comment_count": 10,
      "views": 0,
      "votes": 3
    },
    {
      "id": 583310,
      "title": "10th Solution",
      "comment_count": 6,
      "views": 0,
      "votes": 30
    },
    {
      "id": 583299,
      "title": "Studying the leaderboard transition at the end of the competition",
      "comment_count": 3,
      "views": 0,
      "votes": 27
    },
    {
      "id": 583457,
      "title": "13rd solution for BirdCLEF+ 2025",
      "comment_count": 1,
      "views": 0,
      "votes": 14
    },
    {
      "id": 583387,
      "title": "29th Place Solution for the BirdCLEF+ 2025 Competition",
      "comment_count": 6,
      "views": 0,
      "votes": 10
    },
    {
      "id": 583374,
      "title": "Congratulations for the winner Nikita Babych",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 583384,
      "title": "11th solution",
      "comment_count": 3,
      "views": 0,
      "votes": 14
    },
    {
      "id": 583344,
      "title": "14th place solution",
      "comment_count": 3,
      "views": 0,
      "votes": 16
    },
    {
      "id": 583320,
      "title": "To Everyone Who Survived The Shakeup — And Everyone Who Didn’t",
      "comment_count": 10,
      "views": 0,
      "votes": 11
    },
    {
      "id": 583766,
      "title": "BirdCLEF+ 2025: Bronze Medal Solution",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 583308,
      "title": "Raw wave not work.",
      "comment_count": 9,
      "views": 0,
      "votes": 9
    },
    {
      "id": 583377,
      "title": "28th Place Solution: SED with Segment-Based Voice Removal & Progressive Pseudo-Label Training",
      "comment_count": 2,
      "views": 0,
      "votes": 7
    },
    {
      "id": 583447,
      "title": "Place 38 | 0.902 AUC score ",
      "comment_count": 2,
      "views": 0,
      "votes": 5
    },
    {
      "id": 583328,
      "title": "Thanks, everyone!",
      "comment_count": 1,
      "views": 0,
      "votes": 9
    },
    {
      "id": 583114,
      "title": "Incoming LB Shakeup?",
      "comment_count": 7,
      "views": 0,
      "votes": 10
    },
    {
      "id": 583347,
      "title": "Winning solutions code share / Non-medalist thoughts",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 583434,
      "title": "BirdCLEF 2025 in a Nutshell: Winning Recipes on One Table",
      "comment_count": 1,
      "views": 0,
      "votes": 4
    },
    {
      "id": 583437,
      "title": "What to Take into BirdCLEF 2026",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 583332,
      "title": "Extracting 5-Second Segments with Highest Energy - EfficientNetB0-5folds PrivateLB0.847",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 581187,
      "title": "Stop to share any high score public notebook in the last week",
      "comment_count": 10,
      "views": 0,
      "votes": 31
    },
    {
      "id": 583083,
      "title": "Ensemble Strategy for Architecture and Backbone",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 583291,
      "title": "Failed Submissions - timeout after only few minutes",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 582805,
      "title": "Demystifying Torchaudio’s MelSpectrogram Parameters for BirdCLEF 2025",
      "comment_count": 0,
      "views": 0,
      "votes": 5
    },
    {
      "id": 583190,
      "title": "How many classes are expected to be present in each audio file? Are there any statistics about it",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 582343,
      "title": "Ensembling does not work ",
      "comment_count": 2,
      "views": 0,
      "votes": 4
    },
    {
      "id": 582808,
      "title": "submissions failed",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 580765,
      "title": "Same pipeline different backbones, LB score vary very large",
      "comment_count": 29,
      "views": 0,
      "votes": 8
    },
    {
      "id": 582330,
      "title": "Something test on train_soundscapes",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 583031,
      "title": "The working notebook",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 582957,
      "title": "Getting Started with OpenVINO for Faster Inference in BirdCLEF 2025",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 582600,
      "title": "A very very lame question",
      "comment_count": 2,
      "views": 0,
      "votes": -4
    },
    {
      "id": 582351,
      "title": "EDA insights",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 582216,
      "title": "Overfitting to leaderboard",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 581054,
      "title": "Whats the best melspec params and random seeds?",
      "comment_count": 7,
      "views": 0,
      "votes": null
    },
    {
      "id": 582443,
      "title": "Why does adding rare class data lower the LB score?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 582647,
      "title": "No Submissing Scoring Error, but notebook contains errors in the log",
      "comment_count": 0,
      "views": 0,
      "votes": -6
    },
    {
      "id": 582655,
      "title": "why file upload is not working",
      "comment_count": 1,
      "views": 0,
      "votes": -7
    },
    {
      "id": 582291,
      "title": "Should post-processing be used?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 581275,
      "title": "Model is extremly sensitive to learning rate. Why is that the case?",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 581236,
      "title": "Inference optimization tricks.",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 582225,
      "title": "Notebook completes, but submission claims it threw exception",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 581229,
      "title": "Submission failed, no test soundscapes found",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 580036,
      "title": "Confused about submission contents",
      "comment_count": 3,
      "views": 0,
      "votes": -1
    },
    {
      "id": 581062,
      "title": "Notebook Timeout",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 580383,
      "title": "Need help with full train and test submission sample.",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 579823,
      "title": "What are your train/validation vs. public LB scores?",
      "comment_count": 8,
      "views": 0,
      "votes": 3
    },
    {
      "id": 580737,
      "title": "Selection of pseudo-label processing models",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 579407,
      "title": "Sampling Strategy",
      "comment_count": 15,
      "views": 0,
      "votes": 16
    },
    {
      "id": 580703,
      "title": "Why can't I read the contents of the test_soundscapes file?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 580178,
      "title": "What strategies of LB shake downs",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 580881,
      "title": "test_soundscapes not populated on \"Submit to competition\"",
      "comment_count": 0,
      "views": 0,
      "votes": -2
    },
    {
      "id": 576639,
      "title": "What works for you?",
      "comment_count": 54,
      "views": 0,
      "votes": 26
    },
    {
      "id": 580289,
      "title": "Embracing the Learning Journey: Efficiently Handling Large Audio Datasets on Kaggle",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 580054,
      "title": "Will shakeup or not?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 579643,
      "title": "How Much Can Unlabeled Training Soundscapes Improve the Score?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 579893,
      "title": "Anyone trying 1D models instead of 2D CNNs?",
      "comment_count": 4,
      "views": 0,
      "votes": 2
    },
    {
      "id": 579257,
      "title": "Today, on submit test sounscapes are not getting loaded and submission fails. Is any one else facing the issue?",
      "comment_count": 5,
      "views": 0,
      "votes": null
    },
    {
      "id": 580160,
      "title": "EDA Insights — BirdCLEF+ 2025",
      "comment_count": 0,
      "views": 0,
      "votes": -1
    },
    {
      "id": 579455,
      "title": "Clarification on 90-minute CPU runtime limit for private test set",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 579828,
      "title": "any way to evaluate the model",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 579970,
      "title": "Mel-Spectrogram Caching",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 579404,
      "title": "Could anyone give me some advice on tuning the parameters of a mel spectrogram?",
      "comment_count": 7,
      "views": 0,
      "votes": 2
    },
    {
      "id": 579393,
      "title": "Why do the audio files in this directory seem to contain only human speech?",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 573066,
      "title": "Recipe to Public LB 0.872",
      "comment_count": 88,
      "views": 0,
      "votes": 119
    },
    {
      "id": 578935,
      "title": "What techniques can be used to achieve a leaderboard score of 0.85 with a single model?",
      "comment_count": 18,
      "views": 0,
      "votes": 2
    },
    {
      "id": 567495,
      "title": "Why is it always sadness?",
      "comment_count": 35,
      "views": 0,
      "votes": 83
    },
    {
      "id": 570760,
      "title": "Additional dataset for rare classes",
      "comment_count": 21,
      "views": 0,
      "votes": 72
    },
    {
      "id": 579109,
      "title": "What the keypoints of humvoice removing?",
      "comment_count": 3,
      "views": 0,
      "votes": 3
    },
    {
      "id": 579280,
      "title": "Submission Scoring Error",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 579310,
      "title": "Submission tab format suggestion",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 579104,
      "title": "Train Soundspace files",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 579251,
      "title": " Looking for team members",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 579020,
      "title": "Why would aux loss hurt the performance?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 579072,
      "title": "How to compare experiments",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 579052,
      "title": "How Many Random Seeds Do You Test",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 578526,
      "title": "How to solve the problem?",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 578855,
      "title": "Prediction for each 5 seconds",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 578984,
      "title": "submit failed",
      "comment_count": 4,
      "views": 0,
      "votes": null
    },
    {
      "id": 579079,
      "title": "Baseline score",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 578593,
      "title": "Module not found in the default env",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 578351,
      "title": "Could not check whether submission is allowed. ",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 572928,
      "title": "Summary of Techniques from Past Top Solutions (2024)",
      "comment_count": 7,
      "views": 0,
      "votes": 73
    },
    {
      "id": 576765,
      "title": "What's the origin of the SED model?",
      "comment_count": 7,
      "views": 0,
      "votes": 1
    },
    {
      "id": 578475,
      "title": "Number of data points for leaderboard",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 578314,
      "title": "Is it better for you to use 5-fold cross-validation or train on all the data?",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 570493,
      "title": "Best single Model Scored & Running Time",
      "comment_count": 62,
      "views": 0,
      "votes": 27
    },
    {
      "id": 574305,
      "title": "Single Model Hard to reach 0.8 pb score,Waht's the secret?",
      "comment_count": 64,
      "views": 0,
      "votes": 22
    },
    {
      "id": 578330,
      "title": "Inference and Submission ",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 578353,
      "title": "Ensemble with only one mel_spec per test file",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 578141,
      "title": "About torchaudio.transforms.MelSpectrogram() and librosa.feature.melspectrogram()",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 578019,
      "title": "Could not check whether submission is allowed",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 568303,
      "title": "CV   vs    LB. (Unreliable CV. Renamed - Initial experiments and LB)",
      "comment_count": 33,
      "views": 0,
      "votes": 45
    },
    {
      "id": 575567,
      "title": "Submission Scoring Error",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 568886,
      "title": "Human voice in the recordings",
      "comment_count": 37,
      "views": 0,
      "votes": 108
    },
    {
      "id": 567499,
      "title": "BirdCLEF back again - 2025 - 2024 - 2023 - 2022 - 2021 - 2020 + Top Solutions ",
      "comment_count": 7,
      "views": 0,
      "votes": 55
    },
    {
      "id": 577816,
      "title": "Some questions about data channels",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 570577,
      "title": "BirdCLEF+ 2025:Papers on audio augmentation.",
      "comment_count": 1,
      "views": 0,
      "votes": 28
    },
    {
      "id": 576166,
      "title": "Is there any Mammalia audio in the test data?",
      "comment_count": 3,
      "views": 0,
      "votes": 5
    },
    {
      "id": 576668,
      "title": "Choice of training segments",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 576518,
      "title": "Are there test data shorter than 5 seconds?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 570837,
      "title": "[LB probing] How many species are included in the public LB?",
      "comment_count": 6,
      "views": 0,
      "votes": 47
    },
    {
      "id": 576104,
      "title": "[Question] Is it okay to convert all audio files to spectrograms locally?",
      "comment_count": 6,
      "views": 0,
      "votes": null
    },
    {
      "id": 573250,
      "title": "Using categorical cross entropy ",
      "comment_count": 12,
      "views": 0,
      "votes": 3
    },
    {
      "id": 572159,
      "title": "Worth it this year?",
      "comment_count": 11,
      "views": 0,
      "votes": 10
    },
    {
      "id": 570402,
      "title": "Unstable Experiments and Key Early Takeaways",
      "comment_count": 20,
      "views": 0,
      "votes": 55
    },
    {
      "id": 576445,
      "title": "Competition bugged?",
      "comment_count": 1,
      "views": 0,
      "votes": -5
    },
    {
      "id": 572185,
      "title": "Robust local validation?",
      "comment_count": 5,
      "views": 0,
      "votes": 5
    },
    {
      "id": 567960,
      "title": "Submission File Format Issue: Hidden Test Set Not Being Populated?",
      "comment_count": 20,
      "views": 0,
      "votes": null
    },
    {
      "id": 575703,
      "title": "Run time <90 minutes",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 567551,
      "title": "Is train data ok? please confirm",
      "comment_count": 8,
      "views": 0,
      "votes": 20
    },
    {
      "id": 567556,
      "title": "Get started here",
      "comment_count": 14,
      "views": 0,
      "votes": 13
    },
    {
      "id": 575030,
      "title": "Winning Working Notes from all the BirdCLEF competitions [2021 - 2024]",
      "comment_count": 0,
      "views": 0,
      "votes": 7
    },
    {
      "id": 575426,
      "title": "Individual folds vs averaging",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 575409,
      "title": "Efficient V2 drops my score",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 574772,
      "title": "Voice removing from audiofiles",
      "comment_count": 8,
      "views": 0,
      "votes": 2
    },
    {
      "id": 567632,
      "title": "BirdCLEF 2025: Comprehensive Resource Guide from past competitions and other sources",
      "comment_count": 3,
      "views": 0,
      "votes": 33
    },
    {
      "id": 574460,
      "title": "Submission Button Grayed Out?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 574110,
      "title": "Is it TTA worthy?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 569059,
      "title": "Optimizing preprocessed datasets",
      "comment_count": 1,
      "views": 0,
      "votes": 8
    },
    {
      "id": 567503,
      "title": "Welcome to BirdCLEF+ 2025 - Meet the hosts",
      "comment_count": 4,
      "views": 0,
      "votes": 15
    },
    {
      "id": 574368,
      "title": "Why all my submissions are failed?",
      "comment_count": 13,
      "views": 0,
      "votes": 0
    },
    {
      "id": 568203,
      "title": "What is the use of train_soundscapes",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 568472,
      "title": "EDA Insights and How They Help Achieve the Competition Objective",
      "comment_count": 2,
      "views": 0,
      "votes": 16
    },
    {
      "id": 573677,
      "title": "New Dataset Released:  New Zealand Bird Sound",
      "comment_count": 0,
      "views": 0,
      "votes": 12
    },
    {
      "id": 573921,
      "title": "Test Soundscapes not Loading",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 573512,
      "title": "train_soundscapes how use it?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 573537,
      "title": "Granularity of the test labels",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 572648,
      "title": "OpenVINO encountered an error in the latest environment. ",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 573628,
      "title": "Unified Extra Dataset from Past Competitions - Audio Format",
      "comment_count": 0,
      "views": 0,
      "votes": 2
    },
    {
      "id": 573098,
      "title": "why use 10s segament to predict, it failed",
      "comment_count": 6,
      "views": 0,
      "votes": 1
    },
    {
      "id": 567609,
      "title": "Looking for team members ",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 568265,
      "title": "Fast Loading of Audio Data",
      "comment_count": 7,
      "views": 0,
      "votes": 28
    },
    {
      "id": 573329,
      "title": "Maximum seconds per iteration to successfully submit.",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 573225,
      "title": "10-SECOND SEGMENTS",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 573224,
      "title": " One fold or kfold which is better?",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 572723,
      "title": "Submission failed",
      "comment_count": 4,
      "views": 0,
      "votes": 0
    },
    {
      "id": 572892,
      "title": "I need memory",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 572082,
      "title": "Attention is NOT all you need? ",
      "comment_count": 6,
      "views": 0,
      "votes": 3
    },
    {
      "id": 572886,
      "title": "Does anyone know the specs of the Kaggle CPUs used for this competition?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 570563,
      "title": "Naive question about human voices on the test set",
      "comment_count": 3,
      "views": 0,
      "votes": null
    },
    {
      "id": 572964,
      "title": "Participate in the competition",
      "comment_count": 0,
      "views": 0,
      "votes": -3
    },
    {
      "id": 567710,
      "title": "Not enough data error : Seeking Help",
      "comment_count": 1,
      "views": 0,
      "votes": 5
    },
    {
      "id": 568692,
      "title": "# of samples per class - visualization (Claude Artifact)",
      "comment_count": 2,
      "views": 0,
      "votes": 3
    },
    {
      "id": 571880,
      "title": "How long are the test_soundscapes?",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 571706,
      "title": "Shall i clean data with \"google bird vocalization classfier\" ?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 571595,
      "title": "Multi-class or Multi-label task?",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 567536,
      "title": "BirdCLEF 2020-2025 + extra - All Training npy Dataset",
      "comment_count": 10,
      "views": 0,
      "votes": 17
    },
    {
      "id": 571338,
      "title": "Pretraining on Birdset",
      "comment_count": 3,
      "views": 0,
      "votes": 5
    },
    {
      "id": 571777,
      "title": "Doubt Regarding BirdClef submission",
      "comment_count": 3,
      "views": 0,
      "votes": 1
    },
    {
      "id": 571660,
      "title": "Competition Submission failed",
      "comment_count": 0,
      "views": 0,
      "votes": 1
    },
    {
      "id": 571445,
      "title": "How to solve it?",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 571226,
      "title": "Always Submission Failed",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 570941,
      "title": "Can we manually label training data?",
      "comment_count": 2,
      "views": 0,
      "votes": 2
    },
    {
      "id": 571199,
      "title": "Notebook Threw Exception",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    },
    {
      "id": 567797,
      "title": "Melspectrograms Datasets (5 seconds, 10 seconds)",
      "comment_count": 4,
      "views": 0,
      "votes": 21
    },
    {
      "id": 570836,
      "title": "How to deal with it?",
      "comment_count": 1,
      "views": 0,
      "votes": 2
    },
    {
      "id": 569610,
      "title": "BirdCLEF 2020–2025: Trends and Insights from Five Years of Competition",
      "comment_count": 4,
      "views": 0,
      "votes": 12
    },
    {
      "id": 568028,
      "title": "Using BirdNet and Bird Vocalization Classifier",
      "comment_count": 8,
      "views": 0,
      "votes": 34
    },
    {
      "id": 570405,
      "title": "Record location exploration",
      "comment_count": 0,
      "views": 0,
      "votes": 6
    },
    {
      "id": 569730,
      "title": "GPU disabled? Hold my CPU",
      "comment_count": 4,
      "views": 0,
      "votes": 10
    },
    {
      "id": 569027,
      "title": "Scoring Error on ECAPA TDNN",
      "comment_count": 14,
      "views": 0,
      "votes": 1
    },
    {
      "id": 569997,
      "title": "Q&A Session in WILDLABS Latin America ",
      "comment_count": 0,
      "views": 0,
      "votes": 3
    },
    {
      "id": 569662,
      "title": "Other competitions @ FGVC12 [CVPR] and LifeCLEF [CLEF] workshops ",
      "comment_count": 0,
      "views": 0,
      "votes": 10
    },
    {
      "id": 567579,
      "title": "BirdSet is all we need? - large dataset, trained models, training code, detailed paper",
      "comment_count": 1,
      "views": 0,
      "votes": 34
    },
    {
      "id": 568479,
      "title": "Previous Competitions - Key Takeaways from Winning Solutions",
      "comment_count": 1,
      "views": 0,
      "votes": 47
    },
    {
      "id": 570012,
      "title": "How many files in the test set",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 567507,
      "title": "Onboarding materials, references and past competition artefacts",
      "comment_count": 1,
      "views": 0,
      "votes": 17
    },
    {
      "id": 569797,
      "title": "Validation < Train AUC?",
      "comment_count": 5,
      "views": 0,
      "votes": null
    },
    {
      "id": 569122,
      "title": "Question on Pretrained Models / Weights Usage",
      "comment_count": 8,
      "views": 0,
      "votes": 3
    },
    {
      "id": 569105,
      "title": "Same url for multiple species: audio including multiple birds species?",
      "comment_count": 1,
      "views": 0,
      "votes": 8
    },
    {
      "id": 568689,
      "title": "how to Submit Prediction",
      "comment_count": 5,
      "views": 0,
      "votes": null
    },
    {
      "id": 569103,
      "title": "Newcomers don't know how to upload commits, and timeouts always occur",
      "comment_count": 16,
      "views": 0,
      "votes": 2
    },
    {
      "id": 568186,
      "title": "Training data as a Hugging Face parquet dataset",
      "comment_count": 7,
      "views": 0,
      "votes": 11
    },
    {
      "id": 569382,
      "title": "Can not submission",
      "comment_count": 0,
      "views": 0,
      "votes": 0
    },
    {
      "id": 568882,
      "title": "What are the differences from last year's competition?",
      "comment_count": 1,
      "views": 0,
      "votes": 3
    },
    {
      "id": 568570,
      "title": "Open Bioacoustics datasets",
      "comment_count": 0,
      "views": 0,
      "votes": 13
    },
    {
      "id": 569049,
      "title": "row_id values",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 568834,
      "title": "Handling Scientist Commentary in Audio Recordings",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 568697,
      "title": "How to predict ?",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 567672,
      "title": "All the Beasts We Cannot See / 2025 Family Portrait",
      "comment_count": 2,
      "views": 0,
      "votes": 43
    },
    {
      "id": 568568,
      "title": "How is the row_id generated in the submissions csv?",
      "comment_count": 2,
      "views": 0,
      "votes": null
    },
    {
      "id": 568403,
      "title": "Unexpected Severe Overfitting: High Validation vs. Low Public LB Score",
      "comment_count": 2,
      "views": 0,
      "votes": 1
    },
    {
      "id": 568377,
      "title": "The results of the Top1 solution model on BirdCLEF+ 2024",
      "comment_count": 1,
      "views": 0,
      "votes": null
    },
    {
      "id": 567819,
      "title": "Are there any corrupt files in the dataset?",
      "comment_count": 4,
      "views": 0,
      "votes": 1
    },
    {
      "id": 567493,
      "title": "This Competition has an Official Discord Channel",
      "comment_count": 0,
      "views": 0,
      "votes": 4
    },
    {
      "id": 567641,
      "title": "About training set using",
      "comment_count": 1,
      "views": 0,
      "votes": 1
    }
  ],
  "errors": []
}