LLM2Vec abstract

piano afro-rock

April 11th, 2024suno

Lyrics

[Bridge] [Verse 1] Large decoder-only language models LLMs are the state-of-the-art models on most of today’s NLP tasks [Verse 2] Yet, the community is only slowly adopting these models for text embedding tasks which require rich contextualized representations. [Verse 3] In this work, we introduce LLM2Vec, a simple unsupervised approach that can transform any decoder-only LLM into a strong text encoder. [Chorus] LLM2Vec consists of three simple steps: One. Enabling bidirectional attention Two. Masked next token prediction, and Three. unsupervised contrastive learning. [Verse 4] We demonstrate the effectiveness of LLM2Vec by applying it to three popular LLMs [Verse 5] We outperform encoder-only models by a large margin on word-level tasks and reach a new unsupervised state-of-the-art performance on the Massive Text Embeddings Benchmark MTEB. [Verse 6] Moreover, when combining LLM2Vec with supervised contrastive learning, we achieve state-of-the-art performance on MTEB [Chorus] LLM2Vec consists of three simple steps: One. Enabling bidirectional attention Two. Masked next token prediction, and Three. unsupervised contrastive learning. Three. unsupervised contrastive learning. []Verse 7] Our strong empirical results and extensive analysis demonstrate that LLMs can be effectively transformed [Verse 8] into universal text encoders in a parameter-efficient manner without the need for expensive adaptation or synthetic GPT-4 generated data. [Chorus] LLM2Vec consists of three simple steps: One. Enabling bidirectional attention Two. Masked next token prediction, and Three. unsupervised contrastive learning.

Recommended

Together Forever
Together Forever

strong bassline team singer k-pop

Step into the Sunshine
Step into the Sunshine

Trailer Music, Drum'n'Bass, Dance, Electronic, electronic, indie, rock, hard, metal, Electro-acid House, Breakbeat, nu,

0707CARONTE07
0707CARONTE07

Acoustic Raga

The Heat (ft. TongMick)日本語版
The Heat (ft. TongMick)日本語版

punk, pop punk, female singer, uplifting, 2000s, catchy

Windy dark waltz
Windy dark waltz

Sad waltz with Trombone solo, Trumpet and english horn in windy ominous instrumental waltz, dark tension

Grande Batalha Entre Heróis
Grande Batalha Entre Heróis

electric rock energizing

Íniguima da morte
Íniguima da morte

Hip Hop, hap, pop, beat

Sippin' On Vibes
Sippin' On Vibes

hip-hop dancehall rap reggae

רייזאפ
רייזאפ

New-age rap trap epic emotional breakscore, low baritone male voice, dueling singers

Ride in the Night
Ride in the Night

electric trap fast-paced

Echoes in the Mist
Echoes in the Mist

Ethereal ambient rap, 90 bpm, male vocals, airy synths, deep bass, smooth flow, haunting echoes,chilled beats, atmospher

Caffeine
Caffeine

Hard Rock, Metal

Habibi Groove
Habibi Groove

arabic dance pop, hypnotic synths, electronic beats, vibrant percussion, high-energy, dance

Faces of Judah
Faces of Judah

opera chant sad

The Eternal Gaze
The Eternal Gaze

hip hop classical orchestral beats

Любовь и Душа
Любовь и Душа

поп мелодичный акустический

Tu credi che Dio sia morto - take G
Tu credi che Dio sia morto - take G

female vocals, pop rock, melodic, female singer, folk

Boca Dreamcatcher
Boca Dreamcatcher

kpop girl group, Uk Post-Punk Revival, Belgian Contemporary Classical, Lithuanian Edm