The concessions -- granted under a scheme to encourage developing nations to improve their human rights record -- were withdrawn in 2010 because the government then in power failed to meet its obligations.
The EU agreed to restore them six months ago at the request of the administration of President Maithripala Sirisena, who came to power in 2015.
But a statement from the delegation at the end of a three -day visit said the progress achieved had been "slower than originally hoped".
The PTA allows authorities to hold suspects for long periods without trial and gives police powers to use confessions obtained through torture.
"The PTA is key," Lambert told reporters in Colombo.
"Certainly, there has not been a single case of arrest under the PTA in the past year, but still people are being held under this law for long periods without trial."
Sri Lanka is projected to reap a 300 million euro benefit annually from exporting to the EU, a key market for its goods.
Sirisena agreed to address concerns identified by the international community when he came to power, but has been slow to deliver accountability for war-time atrocities under his predecessor Mahinda Rajapakse.
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