Model: 0xFarzad/embeddinggemma-graph-instructions-hard-negatives-final
Author: 0xFarzad
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, gemma3_text, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:7786, loss:ContrastiveLossWithInBatchAndHardNegatives, arxiv:1908.10084, base_model:google/embeddinggemma-300m, base_model:finetune:google/embeddinggemma-300m, endpoints_compatible, region:us
Base models (finetune): id: google/embeddinggemma-300m
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:7786, loss:ContrastiveLossWithInBatchAndHardNegatives
base_model: google/embeddinggemma-300m
widget: source_sentence: <ROUTE_START>
<SEG> ST_1 -> ST_2 <DIR:RIGHT> <LIGHT> <POI: Pie Face / amenity: cafe / cuisine: coffee_shop>
<SEG> ST_2 -> ST_3 <DIR:STRAIGHT> <POI_RIGHT: amenity: parking> <POI_LEFT: Zoob Zib Aura Thai / amenity: restaurant / cuisine: thai> <POI_LEFT: Pie Face / amenity: cafe / cuisine: coffee_shop> <POI_LEFT: Burgers and Cupcakes / amenity: restaurant / cuisine: burger>
<SEG> ST_3 -> ST_4 <DIR:STRAIGHT> <POI_RIGHT: amenity: parking> <POI_LEFT: Zoob Zib Aura Thai / amenity: restaurant / cuisine: thai> <POI_LEFT: Burgers and Cupcakes / amenity: restaurant / cuisine: burger> <POI_LEFT: Sergimmo Slumeria / amenity: restaurant / cuisine: italian>
<SEG> ST_4 -> ST_5 <DIR:STRAIGHT> <POI_RIGHT: amenity: parking> <POI_LEFT: Burgers and Cupcakes / amenity: restaurant / cuisine: burger> <POI_LEFT: Sergimmo Slumeria / amenity: restaurant / cuisine: italian> <POI_LEFT: shop: convenience>
<SEG> ST_5 -> ST_6 <DIR:STRAIGHT> <LIGHT> <POI_LEFT: Golden City / amenity: restaurant> <POI_LEFT: Deli & Pizzeria / amenity: fast_food / cuisine: pizza>
<SEG> ST_6 -> ST_7 <DIR:STRAIGHT> <POI_LEFT: Hudson Station Bar and Grill / amenity: restaurant / cuisine: steak_house> <POI_LEFT: Uncle Jack's / amenity: restaurant / cuisine: steak_house>
<SEG> ST_7 -> ST_8 <DIR:STRAIGHT> <POI_RIGHT: Café Bistro / amenity: fast_food / cuisine: deli,_buffet,_Asian,_salad,_pizza>
<SEG> ST_8 -> ST_9 <DIR:STRAIGHT> <POI_RIGHT: Café Bistro / amenity: fast_food / cuisine: deli,_buffet,_Asian,_salad,_pizza> <POI_LEFT: Five Guys / amenity: fast_food>
<ROUTE_END>
sentences: Walk to the light where Pie Face may be on the corner and turn right. Pass a parking lot on the right and go through a light. At the following light where Golden City and Deli & Pizzeria may be on the corners turn left. Stop 1/2 down the block next to Cafe Bistro just before Five Guys on the right side., Go straight past M408 Performing Arts high school then at the intersection where Chaan Teng and take a left., Walk to the light where Pie Face may be on the corner and turn right. Pass a parking lot on the right and go through a light. At the following light where Golden City and Deli & Pizzeria may be on the corners turn left. Stop 1/2 down the block next to Cafe Bistro just before Five Guys on the right side., source_sentence: <ROUTE_START>
<SEG> ST_1 -> ST_2 <DIR:LEFT> <LIGHT> <POI: Brooks Brothers / shop: clothes>
<SEG> ST_2 -> ST_3 <DIR:STRAIGHT> <POI_RIGHT: Rockefeller Center / tourism: attraction / historic: yes> <POI_RIGHT: Brooks Brothers / shop: clothes>
<SEG> ST_3 -> ST_4 <DIR:STRAIGHT> <POI_RIGHT: Rockefeller Center / tourism: attraction / historic: yes> <POI_RIGHT: Brooks Brothers / shop: clothes>
<SEG> ST_4 -> ST_5 <DIR:STRAIGHT> <POI_RIGHT: Rockefeller Center / tourism: attraction / historic: yes> <POI_RIGHT: Radio City Music Hall / amenity: theatre / tourism: yes>
<SEG> ST_5 -> ST_6 <DIR:STRAIGHT> <POI_RIGHT: Rockefeller Center / tourism: attraction / historic: yes> <POI_RIGHT: Radio City Music Hall / amenity: theatre / tourism: yes>
<SEG> ST_6 -> ST_7 <DIR:STRAIGHT> <POI_RIGHT: Rockefeller Center / tourism: attraction / historic: yes> <POI_RIGHT: Radio City Music Hall / amenity: theatre / tourism: yes>
<SEG> ST_7 -> ST_8 <DIR:STRAIGHT> <POI_RIGHT: Rockefeller Center / tourism: attraction / historic: yes> <POI_RIGHT: Radio City Music Hall / amenity: theatre / tourism: yes>
<SEG> ST_8 -> ST_9 <DIR:STRAIGHT> <POI_RIGHT: Rockefeller Center / tourism: attraction / historic: yes> <POI_RIGHT: Radio City Music Hall / amenity: theatre / tourism: yes>
<SEG> ST_9 -> ST_10 <DIR:STRAIGHT> <POI_RIGHT: Rockefeller Center / tourism: attraction / historic: yes>
<SEG> ST_10 -> ST_11 <DIR:STRAIGHT> <POI_RIGHT: Rockefeller Center / tourism: attraction / historic: yes> <POI_LEFT: Teresa's / amenity: restaurant / cuisine: pizza>
<SEG> ST_11 -> ST_12 <DIR:STRAIGHT> <POI_RIGHT: Rockefeller Center / tourism: attraction / historic: yes>
<SEG> ST_12 -> ST_13 <DIR:STRAIGHT> <POI_RIGHT: Rockefeller Center / tourism: attraction / historic: yes> <POI_RIGHT: FDNY shop / shop: gift>
<SEG> ST_13 -> ST_14 <DIR:STRAIGHT> <POI_RIGHT: Rockefeller Center / tourism: attraction / historic: yes>
<SEG> ST_14 -> ST_15 <DIR:STRAIGHT> <POI_RIGHT: Rockefeller Center / tourism: attraction / historic: yes>
<SEG> ST_15 -> ST_16 <DIR:STRAIGHT> <POI_RIGHT: Rockefeller Center / tourism: attraction / historic: yes> <POI_RIGHT: Del Frisco's / amenity: restaurant>
<SEG> ST_16 -> ST_17 <DIR:STRAIGHT> <POI_RIGHT: Del Frisco's / amenity: restaurant>
<SEG> ST_17 -> ST_18 <DIR:STRAIGHT> <POI_RIGHT: Del Frisco's / amenity: restaurant> <POI_LEFT: Club Quarters / tourism: hotel>
<ROUTE_END>
sentences: Start going through 2 traffic lights and at the following light, Brooks Brothers and a large building with fountains in front should be on the corners. Turn left. Stop a few steps before the next light, adjacent to Bill's Bar or Columbia Photo Studio which is the 2nd to last building on the block counting from the left., Go straight through the next intersection past San Marzano. At the 2nd intersection where Oiji is take a left. Then stop at Foot gear plus., Start going through 2 traffic lights and at the following light, Brooks Brothers and a large building with fountains in front should be on the corners. Turn left. Go through the next light, and you will pass Walgreens on the left., source_sentence: <ROUTE_START>
<SEG> ST_1 -> ST_2 <DIR:LEFT> <LIGHT>
<ROUTE_END>
sentences: Walk to the 1st light with American Apparel on the right and turn left. At the next light with AMC on the far left corner, turn right. Go through the next light with Paragon Sports on the right corner. Stop at the following traffic light with Union Square on the far left corner., Turn left at the lights., Go in to the intersection and stop., source_sentence: <ROUTE_START>
<SEG> ST_1 -> ST_2 <DIR:STRAIGHT>
<SEG> ST_2 -> ST_3 <DIR:STRAIGHT>
<SEG> ST_3 -> ST_4 <DIR:RIGHT> <LIGHT>
<ROUTE_END>
sentences: Go straight and take a right at the first intersection., Go through the light after AM-PM Deli and Grocery on the right., then a left at the next one and go past New York Family Court., source_sentence: <ROUTE_START>
<SEG> ST_1 -> ST_2 <DIR:LEFT> <LIGHT> <POI: Citi Bike / amenity: bicycle_rental> <POI: Hampton Inn / tourism: hotel>
<SEG> ST_2 -> ST_3 <DIR:STRAIGHT> <POI_LEFT: Santander / amenity: bank> <POI_LEFT: Santander / amenity: atm> <POI_RIGHT: Hampton Inn / tourism: hotel> <POI_RIGHT: T-Mobile / shop: mobile_phone>
<SEG> ST_3 -> ST_4 <DIR:STRAIGHT> <POI_LEFT: Chase / amenity: bank> <POI_LEFT: Chase / amenity: atm> <POI_LEFT: Pret A Manger / amenity: fast_food / cuisine: sandwich>
<SEG> ST_4 -> ST_5 <DIR:STRAIGHT> <POI_LEFT: Chase / amenity: bank> <POI_LEFT: Chase / amenity: atm> <POI_LEFT: Pret A Manger / amenity: fast_food / cuisine: sandwich>
<SEG> ST_5 -> ST_6 <DIR:STRAIGHT> <POI_LEFT: Santander / amenity: bank> <POI_LEFT: Santander / amenity: atm> <POI_RIGHT: Hampton Inn / tourism: hotel> <POI_RIGHT: T-Mobile / shop: mobile_phone>
<SEG> ST_6 -> ST_7 <DIR:STRAIGHT> <POI_RIGHT: Sheraton New York Times Square Hotel / tourism: hotel>
<SEG> ST_7 -> ST_8 <DIR:STRAIGHT> <POI_RIGHT: Sheraton New York Times Square Hotel / tourism: hotel>
<ROUTE_END>
sentences: After this block take a left at the third light and stop halfway down the block. After the second intersection you'll go down a block with several theaters. A Hampton Inn will be on your right and a bank ahead on the corner. Start by going straight through two intersections., At the next light with a playground on the far left, turn left. Stop in the middle of the playground before a fire station on the left side. Pass a T-intersection with Chase on the far left corner. Walk by a small church to the end of the street and turn left., After this block take a left at the third light and stop halfway down the block. After the second intersection you'll go down a block with several theaters. A Hampton Inn will be on your right and a bank ahead on the corner. Start by going straight through two intersections.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
Likes: 0 | All-time downloads: 24
Created: 2025-10-23 10:28:06