Hacker ApprovedDepartments

word2vec

Ranked 8 of 8 embedding models by recommenders

Recommended as a beautiful piece of science that dominated word embeddings for about five years, though one critic says the criticism of it is valid.

Recommended as a beautiful piece of science that dominated word embeddings for about five years, though one critic says the criticism of it is valid.

7 people gave an opinion

recommend it
5
criticize it
2
approval share
71%
Each figure is one person. RecommendsCriticizes

Recommended in 3 of 13 months

  1. November 2025: recommended
  2. December 2025: not recommended
  3. January 2026: recommended
  4. February 2026: not recommended
  5. March 2026: not recommended
  6. April 2026: not recommended
  7. May 2026: not recommended
  8. June 2026: not recommended
  9. July 2026: not recommended
  10. August 2026: not recommended
  11. September 2026: not recommended
  12. October 2026: recommended
  13. November 2026: not recommended (month in progress)

Why it doesn’t carry the badge

  • 5 people recommend itNeeds 10 or more, not met.
  • 2.5 recommenders for every criticNeeds 2 to 1 or better, met.
  • Recommended in 3 of 13 monthsNeeds 4 or more, not met.

The same three rules apply to every product, and the badge can’t be bought. How the badge works

What people say about it

The reasons people give, with the number of comments that give each one. Open a reason to read what they said.

Why people recommend it

Each mark is one comment

  • Dominated the field for years

    “was the thing that was needed for compute at the time and completely dominated the field for five years or so”

    Comment from 29 Oct 2026 in “Tomáš Mikolov awarded the Medal of Merit by the President of the Czech Republic”
  • Learns word meanings without being told

    “this completely misses how crazy word2vec is. The model doesn't get told anything about word meanings”

    Comment from 20 Jan 2026 in “King – man and woman is queen; but why?”
  • Beautiful piece of science

    “word2vec is a beautiful peice of science”

    Comment from 29 Oct 2026 in “Tomáš Mikolov awarded the Medal of Merit by the President of the Czech Republic”

Other embedding models people recommend

The four most recommended other embedding models, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.

word2vec compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
EmbeddingGemma27487%3——
Ternlight17385%1——
CLIP by OpenAI10567%6—Approved
Gemini Embedding 29375%3——
word2vecThis page5271%3——
See all 8 embedding models, ranked

What people said

6 of the 7 comments that mention it, newest first. Each links to the original comment.

“was the thing that was needed for compute at the time and completely dominated the field for five years or so”

RecommendsComment from 29 Oct 2026 in “Tomáš Mikolov awarded the Medal of Merit by the President of the Czech Republic”

“word2vec is a beautiful peice of science”

RecommendsComment from 29 Oct 2026 in “Tomáš Mikolov awarded the Medal of Merit by the President of the Czech Republic”

“I spent way too much time trying to automate moderation”

CriticizesComment from 4 Feb 2026 in “Ask HN: What are you working on? (February 2026)”

“this completely misses how crazy word2vec is. The model doesn't get told anything about word meanings”

RecommendsComment from 20 Jan 2026 in “King – man and woman is queen; but why?”

“while the criticism is valid for word2vec”

CriticizesComment from 2 Nov 2025 in “Word2vec-style vector arithmetic on docs embeddings”

“That never exactly worked for word2vec either.”

MixedComment from 2 Nov 2025 in “Word2vec-style vector arithmetic on docs embeddings”

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.