PsyProxy
Datasets·Customer reviews·09__consumer_reviews__amazon_video_games__verified

Amazon video-game reviews: verified-purchase binary

Amazon Video-Games Reviews is a public Kaggle corpus of consumer reviews scraped from Amazon’s video-games category, each with a star rating, verified-purchase flag, and free-text body. The texts in the sampled corpus predominantly discuss a variety of experiences related to gameplay mechanics , installation issues , and product quality . Many reviews express disappointment with specific games due to perceived shortcomings, such as poor graphics , limited multiplayer options , and authentication problems . Positive sentiments often highlight enjoyable gameplay and immersive storylines , while some reviews focus on the functionality and aesthetics of gaming accessories like controllers and headsets. Additionally, there are mentions of customer service experiences and the impact of game content on different age groups, reflecting a broad spectrum of user engagement with video games and related products. [Summary on 50 random texts by ChatGPT 4o Mini].

Distribution of Verified purchase (yes vs no)
1
2
48,128 at floor151,864 at ceiling
199,992
items
39,999
holdout n
Verified purchase (yes vs no)
target
Binary
kind
23
systems compared
Criterion validity

Reported holdout systems from the verified card

Binary classification uses FVE as the task-primary metric. Secondary columns keep the companion metrics visible so binary, ordinal, regression, and multiclass cards are not compared through one flattened score.

Source podium · FVE · 10 families
Gold
PsyProxy
0.232
Silver
TextDescriptives
0.187
Bronze
TAACO
0.177
Model-family mix
PsyProxy · 4Baseline · 15Lexicon · 2Topic model · 1OpenAI / LLM · 1
SystemFamilyVariantFVEAUCF1Primary scale
psyproxyPsyProxy — Social Economics Lens v0.5 · 1000d
PsyProxypermissive0.2320.8170.884
psyproxyPsyProxy — Behavioral Sciences Lens v0.5 · 1000d
PsyProxypermissive0.2320.8160.886
psyproxyPsyProxy — Health Lens v0.9 · 1100d
PsyProxypermissive0.2290.8150.883
psyproxyPsyProxy — Technology Lens v0.5 · 800d
PsyProxypermissive0.2270.8140.884
baselineTextDescriptives
Baselinepermissive0.1870.7930.874
baselineTool for the Automatic Analysis of Cohesion (TAACO)
Baselinepermissive0.1770.7830.871
baselineTool for the Automatic Analysis of Syntactic Sophistication and Complexity (TAASSC)
Baselinepermissive0.1520.7860.873
lexLinguistic Inquiry and Word Count (LIWC)
Lexiconpermissive0.1470.7800.872
baselineTool for the Automatic Analysis of Lexical Sophistication (TAALES)
Baselinepermissive0.1290.7710.871
topicHierarchical Dirichlet Process (tomotopy HDP)
Topic modelpermissive0.1070.7170.863
lexValence Aware Dictionary and sEntiment Reasoner (VADER)
Lexiconpermissive0.0670.6920.861
baselineEmpath
Baselinepermissive0.0140.6140.861
llmOpenAI Model gpt-4o-mini
OpenAI / LLMpermissive0.0000.5170.863
baselineDisneyland TripAdvisor reviews continuous · via best lens
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baselineDruglib drug reviews ordinal · via best lens
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baselineDruglib drug reviews regression · via best lens
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baselineIMDB movie reviews (ACL) binary · via best lens
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baselineDisneyland TripAdvisor reviews binary · via best lens
Baselinepermissive
baselineAmazon Video-Games reviews ordinal · via best lens
Baselinepermissive
baselineAmazon Video-Games reviews continuous · via best lens
Baselinepermissive
baselineSentiment140 tweets binary · via best lens
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baselineDouban movie reviews (Chinese) ordinal · via best lens
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baselineLIAR fact-check statements ordinal · via best lens
Baselinepermissive