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Question Answering on Wikitext-10

0.277BLEU-1Knowledge-Instruct
0.164680.193840.2230.25216May 19, 2026

Evaluation results

MethodLinks
Knowledge-InstructSize=5M2026.050.2770.1550.0630.3420.1190.2430.249
Knowledge-InstructSize=20M2026.050.270.1530.0640.340.120.2470.247
EmbGenSize=20M2026.050.240.1390.0620.3350.1260.2530.223
InstructLabSize=5M2026.050.2120.1330.0640.3350.1390.2620.202
EmbGenSize=5M2026.050.2090.1280.060.3270.1320.2540.201
InstructLabSize=20M2026.050.2020.1240.0590.3210.1240.250.196
EntiGraphSize=5M2026.050.20.0920.030.2640.070.1870.169
EntiGraphSize=20M2026.050.1730.0760.0260.2310.0620.1690.152
Baseline: llama 8B InstructSize=5M2026.050.1690.0920.0350.2420.0790.170.269
Baseline: llama 8B InstructSize=20M2026.050.1690.0920.0350.2420.0790.170.269