public demo 50 most-rated movies from GroupLens MovieLens ml-latest-small

Try the Movies demo.
No sign-up. No API key. Just a query.

Hybrid search across 50 movies, mixing dense embeddings, BM25, sparse lexical weights from BGE-M3, and the knowledge graph of genre co-occurrences. Tune the weights; watch the ranking shift.

Weights (sum doesn't need to be 1.0; the combiner normalizes).

10 results for “romantic comedy”

5 ms · weights: bm25=0.6 / sparse=0.3 / kg=0.1

  1. Forrest Gump

    Forrest Gump (1994). is a Comedy / Drama / Romance / War film. tagged shrimp, Vietnam, bubba gump shrimp, lieutenant dan, stupid is as stupid does, bittersweet, emotional, heartwarming. from the GroupLens MovieLens ml-latest-small dataset.

    bm25
    1.15
    sparse
    1

    Comedy Drama Romance War

  2. Pulp Fiction

    Pulp Fiction (1994). is a Comedy / Crime / Drama / Thriller film. tagged good dialogue, great soundtrack, non-linear, cult film, drugs, Quentin Tarantino, Tarantino, hit men. from the GroupLens MovieLens ml-latest-small dataset.

    bm25
    1.16
    sparse
    1

    Comedy Crime Drama Thriller

  3. Fight Club

    Fight Club (1999). is a Action / Crime / Drama / Thriller film. tagged dark comedy, psychology, thought-provoking, twist ending, violence, action, atmospheric, based on a book. from the GroupLens MovieLens ml-latest-small dataset.

    bm25
    1.642
    sparse
    1

    Action Crime Drama Thriller

  4. Fargo

    Fargo (1996). is a Comedy / Crime / Drama / Thriller film. tagged based on a true story, dark comedy, KIDNAPPING, Steve Buscemi, Coen Brothers. from the GroupLens MovieLens ml-latest-small dataset.

    bm25
    2.008
    sparse
    2

    Comedy Crime Drama Thriller

  5. Toy Story

    Toy Story (1995). is a Adventure / Animation / Children / Comedy / Fantasy film. tagged pixar, fun. from the GroupLens MovieLens ml-latest-small dataset.

    bm25
    1.512
    sparse
    1

    Adventure Animation Children Comedy

  6. Aladdin

    Aladdin (1992). is a Adventure / Animation / Children / Comedy / Musical film. tagged Disney. from the GroupLens MovieLens ml-latest-small dataset.

    bm25
    1.59
    sparse
    1

    Adventure Animation Children Comedy

  7. True Lies

    True Lies (1994). is a Action / Adventure / Comedy / Romance / Thriller film. tagged spies. from the GroupLens MovieLens ml-latest-small dataset.

    bm25
    1.55
    sparse
    1

    Action Adventure Comedy Romance

  8. Back to the Future

    Back to the Future (1985). is a Adventure / Comedy / Sci-Fi film. tagged time travel. from the GroupLens MovieLens ml-latest-small dataset.

    bm25
    1.459
    sparse
    1

    Adventure Comedy Sci-Fi

  9. Shrek

    Shrek (2001). is a Adventure / Animation / Children / Comedy / Fantasy / Romance film. tagged fairy tales. from the GroupLens MovieLens ml-latest-small dataset.

    bm25
    1.531
    sparse
    1

    Adventure Animation Children Comedy

  10. Men in Black (a.k.a. MIB)

    Men in Black (a.k.a. MIB) (1997). is a Action / Comedy / Sci-Fi film. tagged aliens. from the GroupLens MovieLens ml-latest-small dataset.

    bm25
    1.394
    sparse
    1

    Action Comedy Sci-Fi

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